{"id":"https://openalex.org/W7214720163","doi":"https://doi.org/10.1088/1402-4896/aeade2","title":"Interpretable machine learning reveals morphology-mediated performance pathways in organic solar cells","display_name":"Interpretable machine learning reveals morphology-mediated performance pathways in organic solar cells","publication_year":2026,"publication_date":"2026-09-29","ids":{"openalex":"https://openalex.org/W7214720163","doi":"https://doi.org/10.1088/1402-4896/aeade2"},"language":"en","primary_location":{"id":"doi:10.1088/1402-4896/aeade2","doi":"https://doi.org/10.1088/1402-4896/aeade2","is_oa":false,"landing_page_url":"https://doi.org/10.1088/1402-4896/aeade2","pdf_url":null,"source":{"id":"https://openalex.org/S59012888","display_name":"Physica Scripta","issn_l":"0031-8949","issn":["0031-8949","1402-4896"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-40","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Physica Scripta","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102912928","display_name":"Darya Rasul Ahmed","orcid":"https://orcid.org/0000-0001-5714-8127","observed_orcids":["https://orcid.org/0000-0001-5714-8127"]},"institutions":[{"id":"https://openalex.org/I4896460","display_name":"Koya University","ror":"https://ror.org/017pq0w72","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4896460"]}],"countries":["IQ"],"is_corresponding":true,"raw_author_name":"Darya Rasul Ahmed","raw_affiliation_strings":["Koya University"],"raw_orcid":"https://orcid.org/0000-0001-5714-8127","affiliations":[{"raw_affiliation_string":"Koya University","institution_ids":["https://openalex.org/I4896460"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5153412714","display_name":"Fahmi Fariq Muhammedsharif","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4896460","display_name":"Koya University","ror":"https://ror.org/017pq0w72","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4896460"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Fahmi F Muhammadsharif","raw_affiliation_strings":["Koya University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Koya University","institution_ids":["https://openalex.org/I4896460"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5102912928"],"corresponding_institution_ids":["https://openalex.org/I4896460"],"apc_list":{"value":2400,"currency":"USD","value_usd":2400},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"101","issue":"40","first_page":"406004","last_page":"406004"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10045","display_name":"Organic Electronics and Photovoltaics","score":0.8657000064849854,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10045","display_name":"Organic Electronics and Photovoltaics","score":0.8657000064849854,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"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":0.12720000743865967,"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"}},{"id":"https://openalex.org/T10611","display_name":"Organic Light-Emitting Diodes Research","score":0.0007999999797903001,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/organic-solar-cells","display_name":"organic solar cells","score":1.0},{"id":"https://openalex.org/keywords/model-interpretability","display_name":"model interpretability","score":0.8610000014305115},{"id":"https://openalex.org/keywords/device-performance-prediction","display_name":"device performance prediction","score":0.7710000276565552},{"id":"https://openalex.org/keywords/active-layer-thickness","display_name":"active layer thickness","score":0.796999990940094},{"id":"https://openalex.org/keywords/morphology-materials-science","display_name":"morphology (materials science)","score":0.6269999742507935},{"id":"https://openalex.org/keywords/donor-acceptor-pairs","display_name":"donor-acceptor pairs","score":0.6809999942779541},{"id":"https://openalex.org/keywords/electronic-descriptors","display_name":"electronic descriptors","score":0.593999981880188},{"id":"https://openalex.org/keywords/fill-factor","display_name":"fill factor","score":0.6499999761581421},{"id":"https://openalex.org/keywords/open-circuit-voltage","display_name":"open-circuit voltage","score":0.9810000061988831},{"id":"https://openalex.org/keywords/short-circuit-current-density","display_name":"short-circuit current density","score":0.984000027179718},{"id":"https://openalex.org/keywords/device-optimization","display_name":"device optimization","score":0.4819999933242798}],"concepts":[{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.7979000210762024},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7102000117301941},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6417999863624573},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5892000198364258},{"id":"https://openalex.org/C21308566","wikidata":"https://www.wikidata.org/wiki/Q7169365","display_name":"Permutation (music)","level":2,"score":0.5246000289916992},{"id":"https://openalex.org/C91614233","wikidata":"https://www.wikidata.org/wiki/Q1472888","display_name":"Organic solar cell","level":3,"score":0.4957999885082245},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.45680001378059387},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.40470001101493835},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.37599998712539673},{"id":"https://openalex.org/C188082385","wikidata":"https://www.wikidata.org/wiki/Q73792","display_name":"Charge (physics)","level":2,"score":0.34439998865127563},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3296000063419342},{"id":"https://openalex.org/C206991015","wikidata":"https://www.wikidata.org/wiki/Q192704","display_name":"Energy conversion efficiency","level":2,"score":0.3082999885082245},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.30149999260902405},{"id":"https://openalex.org/C2780824857","wikidata":"https://www.wikidata.org/wiki/Q58803","display_name":"Solar cell","level":2,"score":0.2944999933242798},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.29010000824928284},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.2818000018596649},{"id":"https://openalex.org/C542589376","wikidata":"https://www.wikidata.org/wiki/Q192127","display_name":"Photovoltaics","level":3,"score":0.2786000072956085},{"id":"https://openalex.org/C2868805","wikidata":"https://www.wikidata.org/wiki/Q34516","display_name":"Imagination","level":2,"score":0.2775000035762787},{"id":"https://openalex.org/C55037315","wikidata":"https://www.wikidata.org/wiki/Q5421151","display_name":"Experimental data","level":2,"score":0.2727999985218048},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.27079999446868896},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.26170000433921814},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.2547999918460846},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.25189998745918274}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1088/1402-4896/aeade2","doi":"https://doi.org/10.1088/1402-4896/aeade2","is_oa":false,"landing_page_url":"https://doi.org/10.1088/1402-4896/aeade2","pdf_url":null,"source":{"id":"https://openalex.org/S59012888","display_name":"Physica Scripta","issn_l":"0031-8949","issn":["0031-8949","1402-4896"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-40","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Physica Scripta","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.5690000057220459}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W2122347864","https://openalex.org/W2125847307","https://openalex.org/W2267166226","https://openalex.org/W2618851150","https://openalex.org/W2999615587","https://openalex.org/W3003056503","https://openalex.org/W3103564249","https://openalex.org/W3110377484","https://openalex.org/W3168655916","https://openalex.org/W4296612997","https://openalex.org/W4308994153","https://openalex.org/W4360949780","https://openalex.org/W4381542525","https://openalex.org/W4385302671","https://openalex.org/W4385576721","https://openalex.org/W4386095695","https://openalex.org/W4386817933","https://openalex.org/W4387879121","https://openalex.org/W4390363249","https://openalex.org/W4390948539","https://openalex.org/W4391170375","https://openalex.org/W4399976946","https://openalex.org/W4400227394","https://openalex.org/W4403006324","https://openalex.org/W4403196899","https://openalex.org/W4403384887","https://openalex.org/W4403545097","https://openalex.org/W4403877083","https://openalex.org/W4404367302","https://openalex.org/W4405003205","https://openalex.org/W4405842052","https://openalex.org/W4406537618","https://openalex.org/W4406931425","https://openalex.org/W4407100253","https://openalex.org/W4408249557","https://openalex.org/W4408249641","https://openalex.org/W4409254138","https://openalex.org/W4410826112","https://openalex.org/W4411042590","https://openalex.org/W4411429452","https://openalex.org/W4415358352","https://openalex.org/W7117108258","https://openalex.org/W7156657059"],"related_works":["https://openalex.org/W2987642308","https://openalex.org/W7212272426","https://openalex.org/W7118008970","https://openalex.org/W7117976594","https://openalex.org/W7126076950","https://openalex.org/W4415210095","https://openalex.org/W4415840955","https://openalex.org/W4415889826","https://openalex.org/W4393376848","https://openalex.org/W7162327138"],"abstract_inverted_index":{"Abstract":[0],"Organic":[1],"solar":[2],"cell":[3],"(OSC)":[4],"performance":[5],"arises":[6],"from":[7,43,80,164],"coupled":[8],"material,":[9],"electronic,":[10],"processing,":[11],"and":[12,54,58,66,71,82,100,112,138,168],"morphology-dependent":[13],"mechanisms,":[14],"yet":[15],"the":[16,61,87,122],"transferability":[17],"of":[18,38,64],"these":[19],"relationships":[20,167],"across":[21],"heterogeneous":[22],"literature-derived":[23],"datasets":[24],"remains":[25],"uncertain.":[26],"Here,":[27],"interpretable":[28],"machine":[29],"learning":[30],"(ML)":[31],"was":[32],"applied":[33],"to":[34,46,59,76],"a":[35,170],"curated":[36],"dataset":[37],"476":[39],"unique":[40],"OSC":[41,175],"devices":[42],"73":[44],"publications":[45],"predict":[47],"V":[48,110],"oc":[49,111],",":[50,53,129],"J":[51,113],"sc":[52,114],"fill":[55],"factor":[56],"(FF)":[57],"evaluate":[60],"relative":[62],"contribution":[63],"structural/process":[65],"electronic":[67],"descriptors.":[68],"Random,":[69],"DOI-grouped,":[70],"donor\u2013acceptor-pair-grouped":[72],"cross-validation":[73],"were":[74],"used":[75],"distinguish":[77,162],"within-literature":[78],"interpolation":[79,163],"cross-publication":[81,152],"material-combination":[83],"transfer.":[84],"FF":[85,128],"exhibited":[86],"strongest":[88],"transferable":[89,165],"predictive":[90],"signal,":[91],"retaining":[92],"R":[93,101],"2":[94,102],"=":[95,103],"0.450":[96],"under":[97],"DOI-grouped":[98],"validation":[99],"0.568":[104],"for":[105,127,174],"unseen":[106],"donor\u2013acceptor":[107],"combinations,":[108],"whereas":[109],"showed":[115],"weaker":[116],"generalization.":[117],"Active-layer":[118],"thickness":[119],"emerged":[120],"as":[121],"dominant":[123],"morphology-related":[124],"predictor,":[125],"particularly":[126],"consistent":[130],"with":[131],"its":[132],"influence":[133],"on":[134],"transport":[135],"distance,":[136],"recombination,":[137],"charge":[139],"extraction.":[140],"Electronic":[141],"descriptors":[142],"provided":[143],"target-dependent":[144],"incremental":[145],"information":[146],"but":[147],"did":[148],"not":[149],"consistently":[150],"improve":[151],"performance.":[153],"These":[154],"results":[155],"demonstrate":[156],"that":[157],"applicability-aware,":[158],"physics-interpretable":[159],"ML":[160],"can":[161],"structure\u2013processing\u2013performance":[166],"provide":[169],"more":[171],"reliable":[172],"basis":[173],"device":[176],"optimization.":[177]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-09-30T00:00:00"}
