{"id":"https://openalex.org/W7134273843","doi":"https://doi.org/10.1145/3742414.3795098","title":"VineSentinel: Implementing Case-Based XAI for Expert Scrutiny in Precision Viticulture","display_name":"VineSentinel: Implementing Case-Based XAI for Expert Scrutiny in Precision Viticulture","publication_year":2026,"publication_date":"2026-03-09","ids":{"openalex":"https://openalex.org/W7134273843","doi":"https://doi.org/10.1145/3742414.3795098"},"language":null,"primary_location":{"id":"doi:10.1145/3742414.3795098","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3742414.3795098","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the 31st International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3742414.3795098","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084805500","display_name":"Rui Pedro Porf\u00edrio","orcid":"https://orcid.org/0009-0004-3164-4260"},"institutions":[{"id":"https://openalex.org/I4210102653","display_name":"Instituto Politecnico de Setubal","ror":"https://ror.org/01bvjz807","country_code":"PT","type":"education","lineage":["https://openalex.org/I4210102653"]},{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Rui Pedro Porf\u00edrio","raw_affiliation_strings":["NOVA LINCS, Department of Computer Science, NOVA School of Science and Technology, NOVA University of Lisbon, Caparica, Portugal and Department of Computer Science (DEI), Set\u00fabal School of Technology/Polytechnic University of Set\u00fabal, Set\u00fabal, Portugal"],"raw_orcid":"https://orcid.org/0009-0004-3164-4260","affiliations":[{"raw_affiliation_string":"NOVA LINCS, Department of Computer Science, NOVA School of Science and Technology, NOVA University of Lisbon, Caparica, Portugal and Department of Computer Science (DEI), Set\u00fabal School of Technology/Polytechnic University of Set\u00fabal, Set\u00fabal, Portugal","institution_ids":["https://openalex.org/I83558840","https://openalex.org/I4210102653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034169817","display_name":"Rui Neves Madeira","orcid":"https://orcid.org/0000-0001-7360-3855"},"institutions":[{"id":"https://openalex.org/I4210102653","display_name":"Instituto Politecnico de Setubal","ror":"https://ror.org/01bvjz807","country_code":"PT","type":"education","lineage":["https://openalex.org/I4210102653"]},{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Rui Neves Madeira","raw_affiliation_strings":["NOVA LINCS, Department of Computer Science, NOVA School of Science and Technology, NOVA University of Lisbon, Caparica, Portugal and Department of Computer Science (DEI), Set\u00fabal School of Technology/Polytechnic University of Set\u00fabal, Set\u00fabal, Portugal"],"raw_orcid":"https://orcid.org/0000-0001-7360-3855","affiliations":[{"raw_affiliation_string":"NOVA LINCS, Department of Computer Science, NOVA School of Science and Technology, NOVA University of Lisbon, Caparica, Portugal and Department of Computer Science (DEI), Set\u00fabal School of Technology/Polytechnic University of Set\u00fabal, Set\u00fabal, Portugal","institution_ids":["https://openalex.org/I83558840","https://openalex.org/I4210102653"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074747366","display_name":"Pedro Albuquerque Santos","orcid":"https://orcid.org/0000-0001-8159-1364"},"institutions":[{"id":"https://openalex.org/I4210102653","display_name":"Instituto Politecnico de Setubal","ror":"https://ror.org/01bvjz807","country_code":"PT","type":"education","lineage":["https://openalex.org/I4210102653"]},{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Pedro Albuquerque Santos","raw_affiliation_strings":["NOVA LINCS, Department of Computer Science, NOVA School of Science and Technology, NOVA University of Lisbon, Caparica, Portugal and Department of Computer Science (DEI), Set\u00fabal School of Technology/Polytechnic University of Set\u00fabal, Set\u00fabal, Portugal"],"raw_orcid":"https://orcid.org/0000-0001-8159-1364","affiliations":[{"raw_affiliation_string":"NOVA LINCS, Department of Computer Science, NOVA School of Science and Technology, NOVA University of Lisbon, Caparica, Portugal and Department of Computer Science (DEI), Set\u00fabal School of Technology/Polytechnic University of Set\u00fabal, Set\u00fabal, Portugal","institution_ids":["https://openalex.org/I83558840","https://openalex.org/I4210102653"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5084805500"],"corresponding_institution_ids":["https://openalex.org/I4210102653","https://openalex.org/I83558840"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.480006,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"106","last_page":"109"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11796","display_name":"Horticultural and Viticultural Research","score":0.2533000111579895,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11796","display_name":"Horticultural and Viticultural Research","score":0.2533000111579895,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.20080000162124634,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10906","display_name":"AI-based Problem Solving and Planning","score":0.08240000158548355,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/scrutiny","display_name":"Scrutiny","score":0.760200023651123},{"id":"https://openalex.org/keywords/expert-system","display_name":"Expert system","score":0.5878999829292297},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.5752999782562256},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5332000255584717},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5264999866485596},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5159000158309937},{"id":"https://openalex.org/keywords/subject-matter-expert","display_name":"Subject-matter expert","score":0.5098000168800354},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.4700999855995178},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.45210000872612}],"concepts":[{"id":"https://openalex.org/C2776050585","wikidata":"https://www.wikidata.org/wiki/Q7439360","display_name":"Scrutiny","level":2,"score":0.760200023651123},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.5878999829292297},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5764999985694885},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.5752999782562256},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5332000255584717},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5264999866485596},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5159000158309937},{"id":"https://openalex.org/C105002631","wikidata":"https://www.wikidata.org/wiki/Q4833645","display_name":"Subject-matter expert","level":3,"score":0.5098000168800354},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.4700999855995178},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.45210000872612},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.37720000743865967},{"id":"https://openalex.org/C132829578","wikidata":"https://www.wikidata.org/wiki/Q581151","display_name":"Situated","level":2,"score":0.3546999990940094},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3393000066280365},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.33739998936653137},{"id":"https://openalex.org/C108170787","wikidata":"https://www.wikidata.org/wiki/Q3951828","display_name":"Agency (philosophy)","level":2,"score":0.335999995470047},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.32739999890327454},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.310699999332428},{"id":"https://openalex.org/C2778023277","wikidata":"https://www.wikidata.org/wiki/Q321703","display_name":"Premise","level":2,"score":0.30869999527931213},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.3077000081539154},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.30709999799728394},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.30329999327659607},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2946999967098236},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.29010000824928284},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.2897999882698059},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.2840000092983246},{"id":"https://openalex.org/C35869016","wikidata":"https://www.wikidata.org/wiki/Q846636","display_name":"Software architecture","level":3,"score":0.28040000796318054},{"id":"https://openalex.org/C102600418","wikidata":"https://www.wikidata.org/wiki/Q6517507","display_name":"Legal expert system","level":3,"score":0.2687999904155731},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.2549999952316284},{"id":"https://openalex.org/C2778473407","wikidata":"https://www.wikidata.org/wiki/Q1459574","display_name":"Compendium","level":2,"score":0.25440001487731934},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2535000145435333},{"id":"https://openalex.org/C123403432","wikidata":"https://www.wikidata.org/wiki/Q654068","display_name":"Visibility","level":2,"score":0.25279998779296875},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2524000108242035}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3742414.3795098","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3742414.3795098","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the 31st International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3742414.3795098","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3742414.3795098","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the 31st International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","score":0.616385281085968,"display_name":"Zero hunger"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2623360248","https://openalex.org/W2810601729","https://openalex.org/W2981731882","https://openalex.org/W2983930363","https://openalex.org/W2999765337","https://openalex.org/W3119394424","https://openalex.org/W4322755717","https://openalex.org/W4376167533","https://openalex.org/W4392866835","https://openalex.org/W4400660279","https://openalex.org/W6967991122"],"related_works":[],"abstract_inverted_index":{"In":[0],"precision":[1],"viticulture,":[2],"the":[3,13,21,53,77,95,98,112],"effective":[4],"deployment":[5],"of":[6,15,55,79,101],"predictive":[7,65],"systems":[8],"can":[9],"be":[10],"hindered":[11],"by":[12,25],"opacity":[14],"model":[16,80,118],"outputs,":[17],"which":[18],"may":[19],"challenge":[20],"active":[22],"scrutiny":[23,38],"required":[24],"domain":[26],"experts":[27],"in":[28,143],"high-stakes":[29],"decision-making.":[30],"Drawing":[31],"on":[32,52],"Human-Centered":[33],"Explainable":[34],"AI":[35,84],"principles,":[36],"specifically":[37],"and":[39,88],"actionability,":[40],"we":[41],"present":[42],"VineSentinel,":[43],"a":[44,63,115,134],"web":[45],"application":[46],"designed":[47,138],"to":[48,93,105,119,139],"assist":[49],"expert":[50,141],"verification":[51],"task":[54],"intra-season":[56],"vineyard":[57],"yield":[58],"forecasts.":[59],"The":[60],"system":[61,113],"integrates":[62],"LightGBM":[64],"core":[66],"with":[67,97,109],"two":[68],"interface":[69,96],"mechanisms":[70],"tailored":[71],"for":[72],"situated":[73],"reasoning.":[74,103],"To":[75],"enable":[76],"validation":[78],"logic,":[81],"an":[82],"explainable":[83],"(XAI)":[85],"module":[86],"retrieves":[87],"displays":[89],"example-based":[90],"explanations,":[91],"aiming":[92],"align":[94],"cognitive":[99],"process":[100],"analogical":[102],"Furthermore,":[104],"connect":[106],"diagnostic":[107],"insight":[108],"field":[110],"intervention,":[111],"leverages":[114],"large":[116],"language":[117],"generate":[120],"context-aware":[121],"recommendations,":[122],"synthesizing":[123],"available":[124],"ecological":[125],"constraints":[126],"into":[127],"prescriptive":[128],"support.":[129],"Hence,":[130],"this":[131],"work":[132],"proposes":[133],"hybrid":[135],"intelligence":[136],"architecture":[137],"support":[140],"agency":[142],"smart":[144],"farming.":[145]},"counts_by_year":[],"updated_date":"2026-04-30T09:15:22.047038","created_date":"2026-03-10T00:00:00"}
