{"id":"https://openalex.org/W7204863257","doi":"https://doi.org/10.26434/chemrxiv.15008166/v1","title":"Human\u2013Robot Collaborative Reaction Development with a Self-Driving Laboratory","display_name":"Human\u2013Robot Collaborative Reaction Development with a Self-Driving Laboratory","publication_year":2026,"publication_date":"2026-09-01","ids":{"openalex":"https://openalex.org/W7204863257","doi":"https://doi.org/10.26434/chemrxiv.15008166/v1"},"language":"en","primary_location":{"id":"doi:10.26434/chemrxiv.15008166/v1","doi":"https://doi.org/10.26434/chemrxiv.15008166/v1","is_oa":true,"landing_page_url":"https://doi.org/10.26434/chemrxiv.15008166/v1","pdf_url":"https://chemrxiv.org/doi/pdf/10.26434/chemrxiv.15008166/v1","source":{"id":"https://openalex.org/S4393918830","display_name":"ChemRxiv","issn_l":"2573-2293","issn":["2573-2293"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://chemrxiv.org/doi/pdf/10.26434/chemrxiv.15008166/v1","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5118880674","display_name":"Michael Vanzella","orcid":"https://orcid.org/0009-0002-5063-440X","observed_orcids":["https://orcid.org/0009-0002-5063-440X"]},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Michael Vanzella","raw_affiliation_strings":["Flow Chemistry Group","Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Flow Chemistry Group","institution_ids":[]},{"raw_affiliation_string":"Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104099574","display_name":"Prakash Chandra Tiwari","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Prakash Chandra Tiwari","raw_affiliation_strings":["Flow Chemistry Group","Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Flow Chemistry Group","institution_ids":[]},{"raw_affiliation_string":"Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124879316","display_name":"Elisabeth Reischauer","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Elisabeth Reischauer","raw_affiliation_strings":["Flow Chemistry Group","Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Flow Chemistry Group","institution_ids":[]},{"raw_affiliation_string":"Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041451758","display_name":"Junsong Liu","orcid":"https://orcid.org/0000-0003-4954-1783","observed_orcids":["https://orcid.org/0000-0003-4954-1783"]},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Junsong Liu","raw_affiliation_strings":["Flow Chemistry Group","Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Flow Chemistry Group","institution_ids":[]},{"raw_affiliation_string":"Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148919030","display_name":"Marek Pontvuijst","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Marek Pontvuijst","raw_affiliation_strings":["Flow Chemistry Group","Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Flow Chemistry Group","institution_ids":[]},{"raw_affiliation_string":"Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113382710","display_name":"Rossella Catanzaro","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]},{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["IT","NL"],"is_corresponding":false,"raw_author_name":"Rossella Catanzaro","raw_affiliation_strings":["Chemistry Department, University of Bari Aldo Moro, Via Orabona 4, Bari, Italy, 70125","Flow Chemistry Group","Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chemistry Department, University of Bari Aldo Moro, Via Orabona 4, Bari, Italy, 70125","institution_ids":["https://openalex.org/I5561750"]},{"raw_affiliation_string":"Flow Chemistry Group","institution_ids":[]},{"raw_affiliation_string":"Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039727547","display_name":"Simone Pilon","orcid":"https://orcid.org/0009-0001-9509-5414","observed_orcids":["https://orcid.org/0009-0001-9509-5414"]},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Simone Pilon","raw_affiliation_strings":["Flow Chemistry Group","Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Flow Chemistry Group","institution_ids":[]},{"raw_affiliation_string":"Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094250511","display_name":"Elia Savino","orcid":"https://orcid.org/0009-0009-1154-7005","observed_orcids":["https://orcid.org/0009-0009-1154-7005"]},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Elia Savino","raw_affiliation_strings":["Flow Chemistry Group","Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Flow Chemistry Group","institution_ids":[]},{"raw_affiliation_string":"Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089951341","display_name":"M\u00e9ritxell Fillols","orcid":"https://orcid.org/0009-0001-3603-0389","observed_orcids":["https://orcid.org/0009-0001-3603-0389"]},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"M\u00e9ritxell Fillols","raw_affiliation_strings":["Flow Chemistry Group","Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Flow Chemistry Group","institution_ids":[]},{"raw_affiliation_string":"Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071527131","display_name":"Antonio Pulcinella","orcid":"https://orcid.org/0000-0001-7934-4225","observed_orcids":["https://orcid.org/0000-0001-7934-4225"]},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Antonio Pulcinella","raw_affiliation_strings":["Flow Chemistry Group","Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Flow Chemistry Group","institution_ids":[]},{"raw_affiliation_string":"Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046590846","display_name":"Stefano Bonciolini","orcid":"https://orcid.org/0000-0002-2239-2549","observed_orcids":["https://orcid.org/0000-0002-2239-2549"]},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Stefano Bonciolini","raw_affiliation_strings":["Flow Chemistry Group","Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Flow Chemistry Group","institution_ids":[]},{"raw_affiliation_string":"Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021306641","display_name":"Ron A. H. Peters","orcid":"https://orcid.org/0000-0003-0667-1465","observed_orcids":["https://orcid.org/0000-0003-0667-1465"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ron A.H. Peters","raw_affiliation_strings":["Group Innovation & Sustainability, Testing, Analytics and Physics Group"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Group Innovation & Sustainability, Testing, Analytics and Physics Group","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065790224","display_name":"Tim den Hartog","orcid":"https://orcid.org/0000-0003-0892-0242","observed_orcids":["https://orcid.org/0000-0003-0892-0242"]},"institutions":[{"id":"https://openalex.org/I193397943","display_name":"Zuyd University of Applied Sciences","ror":"https://ror.org/02m6k0m40","country_code":"NL","type":"education","lineage":["https://openalex.org/I193397943"]},{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Tim den Hartog","raw_affiliation_strings":["Flow Chemistry Group","Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam","Zuyd University of Applied Sciences"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Flow Chemistry Group","institution_ids":[]},{"raw_affiliation_string":"Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam","institution_ids":["https://openalex.org/I887064364"]},{"raw_affiliation_string":"Zuyd University of Applied Sciences","institution_ids":["https://openalex.org/I193397943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003456601","display_name":"Antonio Monopoli","orcid":"https://orcid.org/0000-0003-1171-1150","observed_orcids":["https://orcid.org/0000-0003-1171-1150"]},"institutions":[{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Antonio Monopoli","raw_affiliation_strings":["Chemistry Department, University of Bari Aldo Moro, Via Orabona 4, Bari, Italy, 70125"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chemistry Department, University of Bari Aldo Moro, Via Orabona 4, Bari, Italy, 70125","institution_ids":["https://openalex.org/I5561750"]}]},{"author_position":"last","author":{"id":null,"display_name":"Timothy Noel","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Timothy Noel","raw_affiliation_strings":["Flow Chemistry Group","Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Flow Chemistry Group","institution_ids":[]},{"raw_affiliation_string":"Van \u2019t HoInstitute for Molecular Sciences, University of Amsterdam","institution_ids":["https://openalex.org/I887064364"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10701","display_name":"Radical Photochemical Reactions","score":0.3774000108242035,"subfield":{"id":"https://openalex.org/subfields/1605","display_name":"Organic Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10701","display_name":"Radical Photochemical Reactions","score":0.3774000108242035,"subfield":{"id":"https://openalex.org/subfields/1605","display_name":"Organic Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11407","display_name":"Innovative Microfluidic and Catalytic Techniques Innovation","score":0.24150000512599945,"subfield":{"id":"https://openalex.org/subfields/1507","display_name":"Fluid Flow and Transfer Processes"},"field":{"id":"https://openalex.org/fields/15","display_name":"Chemical Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.16269999742507935,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/self-driving-laboratories","display_name":"self-driving laboratories","score":0.9409999847412109},{"id":"https://openalex.org/keywords/human-robot-collaboration","display_name":"human-robot collaboration","score":0.9449999928474426},{"id":"https://openalex.org/keywords/reaction-development","display_name":"reaction development","score":0.5839999914169312},{"id":"https://openalex.org/keywords/cyclic-secondary-amines","display_name":"cyclic secondary amines","score":0.9490000009536743},{"id":"https://openalex.org/keywords/alpha-methylation","display_name":"\u03b1-methylation","score":0.7870000004768372},{"id":"https://openalex.org/keywords/alkyl-iodides","display_name":"alkyl iodides","score":0.8230000138282776},{"id":"https://openalex.org/keywords/autonomous-experimentation","display_name":"autonomous experimentation","score":0.6029999852180481}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5623000264167786},{"id":"https://openalex.org/C183696295","wikidata":"https://www.wikidata.org/wiki/Q2487696","display_name":"Biochemical engineering","level":1,"score":0.47600001096725464},{"id":"https://openalex.org/C2776573223","wikidata":"https://www.wikidata.org/wiki/Q408057","display_name":"Imine","level":3,"score":0.46209999918937683},{"id":"https://openalex.org/C2776910235","wikidata":"https://www.wikidata.org/wiki/Q18574","display_name":"Reactivity (psychology)","level":3,"score":0.43880000710487366},{"id":"https://openalex.org/C2776548248","wikidata":"https://www.wikidata.org/wiki/Q12621536","display_name":"Judgement","level":2,"score":0.4242999851703644},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.400299996137619},{"id":"https://openalex.org/C21951064","wikidata":"https://www.wikidata.org/wiki/Q899212","display_name":"Combinatorial chemistry","level":1,"score":0.3993000090122223},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.3946000039577484},{"id":"https://openalex.org/C2988729646","wikidata":"https://www.wikidata.org/wiki/Q838129","display_name":"Process development","level":2,"score":0.3898000121116638},{"id":"https://openalex.org/C2991944050","wikidata":"https://www.wikidata.org/wiki/Q36534","display_name":"Reaction conditions","level":3,"score":0.38339999318122864},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.3596000075340271},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.34940001368522644},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.3449000120162964},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.3433000147342682},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3375999927520752},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33219999074935913},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.3158999979496002},{"id":"https://openalex.org/C2984917352","wikidata":"https://www.wikidata.org/wiki/Q12772819","display_name":"Scientific discovery","level":2,"score":0.31450000405311584},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.31310001015663147},{"id":"https://openalex.org/C195732255","wikidata":"https://www.wikidata.org/wiki/Q981008","display_name":"Sociology of scientific knowledge","level":2,"score":0.31139999628067017},{"id":"https://openalex.org/C58548122","wikidata":"https://www.wikidata.org/wiki/Q838390","display_name":"Cascade reaction","level":3,"score":0.26899999380111694},{"id":"https://openalex.org/C171852809","wikidata":"https://www.wikidata.org/wiki/Q731154","display_name":"Chemical biology","level":2,"score":0.26330000162124634},{"id":"https://openalex.org/C124978682","wikidata":"https://www.wikidata.org/wiki/Q1201019","display_name":"Proof of concept","level":2,"score":0.25870001316070557},{"id":"https://openalex.org/C48424934","wikidata":"https://www.wikidata.org/wiki/Q898912","display_name":"Coupling reaction","level":3,"score":0.2533999979496002}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.26434/chemrxiv.15008166/v1","doi":"https://doi.org/10.26434/chemrxiv.15008166/v1","is_oa":true,"landing_page_url":"https://doi.org/10.26434/chemrxiv.15008166/v1","pdf_url":"https://chemrxiv.org/doi/pdf/10.26434/chemrxiv.15008166/v1","source":{"id":"https://openalex.org/S4393918830","display_name":"ChemRxiv","issn_l":"2573-2293","issn":["2573-2293"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.26434/chemrxiv.15008166/v1","doi":"https://doi.org/10.26434/chemrxiv.15008166/v1","is_oa":true,"landing_page_url":"https://doi.org/10.26434/chemrxiv.15008166/v1","pdf_url":"https://chemrxiv.org/doi/pdf/10.26434/chemrxiv.15008166/v1","source":{"id":"https://openalex.org/S4393918830","display_name":"ChemRxiv","issn_l":"2573-2293","issn":["2573-2293"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1813177081","display_name":null,"funder_award_id":"101044355","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"},{"id":"https://openalex.org/G2252040367","display_name":null,"funder_award_id":"956324","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"},{"id":"https://openalex.org/G444259809","display_name":"PhotoScale: Scaling photochemical transformations in a Rotor-Stator Spinning Disk Reactor","funder_award_id":"19887","funder_id":"https://openalex.org/F4320321800","funder_display_name":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek"},{"id":"https://openalex.org/G4752879978","display_name":null,"funder_award_id":"101044355","funder_id":"https://openalex.org/F4320338448","funder_display_name":"HORIZON EUROPE European Innovation Council"},{"id":"https://openalex.org/G4764974982","display_name":null,"funder_award_id":"101057430","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"},{"id":"https://openalex.org/G6159603105","display_name":"C-H Activation for Industrial Renewal","funder_award_id":"860762","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G7443551839","display_name":null,"funder_award_id":"860762","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"},{"id":"https://openalex.org/G7454019104","display_name":null,"funder_award_id":"101073089","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G7802160508","display_name":"Photocatalysis as a tool for synthetic organic chemistry","funder_award_id":"956324","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G7805334640","display_name":null,"funder_award_id":"101099405","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G7898931262","display_name":"Fibre-based plasmonic micro reactor for flow chemistry","funder_award_id":"101099405","funder_id":"https://openalex.org/F4320338448","funder_display_name":"HORIZON EUROPE European Innovation Council"},{"id":"https://openalex.org/G8035184871","display_name":"INCEPTION: INdustrial roboChEmic PlaTform ImplementatiON","funder_award_id":"RAAK.PRO06.109","funder_id":"https://openalex.org/F4320321800","funder_display_name":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek"},{"id":"https://openalex.org/G8205278178","display_name":null,"funder_award_id":"20453","funder_id":"https://openalex.org/F4320321800","funder_display_name":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek"},{"id":"https://openalex.org/G849935384","display_name":"MERGING SUSTAINABLE AND DIGITAL CHEMICAL TECHNOLOGIES FOR THE DEVELOPMENT OF GREENER-BY-DESIGN PHARMACEUTICALS","funder_award_id":"101057430","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320321800","display_name":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek","ror":"https://ror.org/04jsz6e67"},{"id":"https://openalex.org/F4320332999","display_name":"Horizon 2020 Framework Programme","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320338448","display_name":"HORIZON EUROPE European Innovation Council","ror":"https://ror.org/05cx8cy07"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7204863257.pdf","grobid_xml":"https://content.openalex.org/works/W7204863257.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W1933919516","https://openalex.org/W1977939709","https://openalex.org/W1979726665","https://openalex.org/W2023144101","https://openalex.org/W2069194725","https://openalex.org/W2097472327","https://openalex.org/W2314067773","https://openalex.org/W2765286832","https://openalex.org/W2785609333","https://openalex.org/W2888159437","https://openalex.org/W2889861811","https://openalex.org/W2968071222","https://openalex.org/W3011890716","https://openalex.org/W3012193510","https://openalex.org/W3013040367","https://openalex.org/W3014276226","https://openalex.org/W3112064743","https://openalex.org/W3134425407","https://openalex.org/W3134732645","https://openalex.org/W3154766891","https://openalex.org/W3193924886","https://openalex.org/W3197618285","https://openalex.org/W4292975853","https://openalex.org/W4317951819","https://openalex.org/W4386955873","https://openalex.org/W4388129873","https://openalex.org/W4391215091","https://openalex.org/W4392864599","https://openalex.org/W4396885383","https://openalex.org/W4400280779","https://openalex.org/W4400581728","https://openalex.org/W4402477821","https://openalex.org/W4404105402","https://openalex.org/W4406731246","https://openalex.org/W4407397596","https://openalex.org/W4409088137","https://openalex.org/W4409768533","https://openalex.org/W4412146232","https://openalex.org/W4412952613","https://openalex.org/W4414063442","https://openalex.org/W4415648160","https://openalex.org/W7166550395","https://openalex.org/W7167846904"],"related_works":["https://openalex.org/W4412146232","https://openalex.org/W4415913544","https://openalex.org/W4280513517","https://openalex.org/W4318486595","https://openalex.org/W4412487897","https://openalex.org/W2974240927","https://openalex.org/W4404105402","https://openalex.org/W7127040688","https://openalex.org/W4254728038","https://openalex.org/W7155546320"],"abstract_inverted_index":{"Self-driving":[0],"laboratories":[1],"(SDLs)":[2],"can":[3,159],"accelerate":[4],"chemical":[5],"optimisation,":[6],"yet":[7],"their":[8],"application":[9],"has":[10],"largely":[11],"focused":[12],"on":[13],"established":[14],"reaction":[15,33,56,97],"classes":[16],"rather":[17],"than":[18],"the":[19,48,63,96,165,178,181],"uncertain":[20],"and":[21,41,112,144,147],"iterative":[22],"process":[23],"of":[24,65,69,119,180],"developing":[25],"new":[26,90],"reactivity.":[27,117],"Here":[28],"we":[29],"introduce":[30],"human-robot":[31],"collaborative":[32],"development,":[34,100],"in":[35,74,132],"which":[36],"researchers":[37],"drive":[38],"ideation,":[39],"interpretation":[40],"scientific":[42,162,175],"decisionmaking,":[43],"while":[44,173],"an":[45,80,125],"SDL":[46],"performs":[47],"systematic":[49],"experimentation":[50,158],"required":[51],"to":[52,93,103,129,170],"rapidly":[53,108],"evaluate":[54],"emerging":[55],"concepts.":[57],"We":[58],"demonstrate":[59],"this":[60,153],"approach":[61],"through":[62],"development":[64],"a":[66],"photochemical":[67],"\u03b1-(fluoro)alkylation":[68],"cyclic":[70,142],"secondary":[71],"amines":[72,143],"via":[73],"situ":[75],"imine":[76],"formation.":[77],"Starting":[78],"from":[79,167],"initial":[81,168],"human-discovered":[82],"reactivity":[83,169],"hit,":[84],"RoboChem-Flex":[85],"was":[86],"repeatedly":[87],"deployed":[88],"as":[89],"questions":[91],"emerged:":[92],"establish":[94],"whether":[95],"warranted":[98],"further":[99,123],"adapt":[101],"conditions":[102],"di":[104],"erent":[105],"substrate":[106],"classes,":[107],"assess":[109],"coupling":[110],"partners,":[111],"optimise":[113],"promising":[114],"but":[115],"underperforming":[116],"Transfer":[118],"knowledge":[120],"between":[121],"campaigns":[122],"enabled":[124],"initially":[126],"low-yielding":[127],"\u03b1-methylation":[128],"be":[130],"developed":[131],"only":[133],"11":[134],"additional":[135],"experiments.":[136],"The":[137],"resulting":[138],"methodology":[139,172],"accommodates":[140],"diverse":[141],"alkyl":[145],"iodides":[146],"enables":[148],"downstream":[149],"derivatisation.":[150],"More":[151],"broadly,":[152],"work":[154],"demonstrates":[155],"how":[156],"autonomous":[157],"augment":[160],"human":[161],"reasoning,":[163],"accelerating":[164],"transition":[166],"synthetic":[171],"keeping":[174],"judgement":[176],"at":[177],"centre":[179],"discovery":[182],"process.":[183]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-09-02T00:00:00"}
