{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":8,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":8,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"9eb1d586a066","filters":{"venue":"Solar"}},"results":[{"id":"W4386776482","doi":"10.3390/solar3030029","title":"Optimal Sizing and Assessment of Standalone Photovoltaic Systems for Community Health Centers in Mali","year":2023,"lang":"en","type":"article","venue":"Solar","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"","keywords":"Photovoltaic system; Electrification; Cost of electricity by source; Sizing; Electricity; Environmental economics; Battery storage; Payback period; Photovoltaics; Battery (electricity); Business; Environmental science; Electricity generation; Engineering; Economics; Electrical engineering; Production (economics); Power (physics)","authors":[{"name":"Abid Ali","is_ca":true},{"name":"Maïté Volatier","is_ca":true},{"name":"Maxime Darnon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03956181859740463,"gpt":0.319730968063029,"spread":0.2801691494656243,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00194827,0.0001440635,0.0004537859,0.0002001128,0.0001650034,0.00003411571,0.0001597478,0.00006357229,0.000003671193],"category_scores_gemma":[0.00005143742,0.0001445531,0.00005371777,0.0003152996,0.00004687625,0.00008733841,0.00009641607,0.0001996452,0.000001511746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002598914,"about_ca_system_score_gemma":0.0001511543,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09088948,"about_ca_topic_score_gemma":0.006936483,"domain_scores_codex":[0.9981958,0.0005080641,0.0004939208,0.0001852443,0.0002144169,0.000402514],"domain_scores_gemma":[0.999082,0.00023826,0.0001805569,0.0003472422,0.00005091206,0.0001010331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001573455,0.0003784771,0.09241936,0.005528107,0.0003513455,0.00004265041,0.004111475,0.8434814,0.040523,0.008058145,0.002531919,0.002416839],"study_design_scores_gemma":[0.008948642,0.001602703,0.07275692,0.002796854,0.00004813813,0.00004840751,0.03131953,0.7701293,0.008167615,0.0002374419,0.1028979,0.001046503],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951999,0.0008964504,0.001731853,0.0000572192,0.0004738705,0.0004800504,0.0001072411,0.0001068406,0.000946598],"genre_scores_gemma":[0.9982783,0.000242571,0.000899134,0.00002835776,0.00004588993,0.0000978314,0.00009516071,0.00003935429,0.0002734012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.100366,"threshold_uncertainty_score":0.9151644,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407134387","doi":"10.3390/solar5010003","title":"Co-Location Potential of Floating PV with Hydropower Plants: Case Study in Ecuador","year":2025,"lang":"en","type":"article","venue":"Solar","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Hydropower; Geography; Environmental science; Fishery; Ecology; Biology","authors":[{"name":"Carlos D. Rodríguez‐Gallegos","is_ca":true},{"name":"Oktoviano Gandhi","is_ca":false},{"name":"César A. Rodríguez-Gallegos","is_ca":true},{"name":"Manuel S. Alvarez‐Alvarado","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007968239841767073,"gpt":0.2712697349411045,"spread":0.2633014950993374,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002844075,0.0001024505,0.0001893649,0.0002184522,0.00005330915,0.00001620596,0.0001008845,0.00006385869,0.0000403311],"category_scores_gemma":[0.00004796716,0.00009392308,0.00001843151,0.0003465721,0.00002631767,0.0001065459,0.00002163973,0.00008607767,0.000004610631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007034557,"about_ca_system_score_gemma":0.00007188385,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00994549,"about_ca_topic_score_gemma":0.001879417,"domain_scores_codex":[0.9990661,0.0001299664,0.0003314465,0.0001894342,0.0001574848,0.0001256049],"domain_scores_gemma":[0.9994671,0.00003304717,0.000113823,0.0002682598,0.00009744883,0.00002033785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001384467,0.00610196,0.4323109,0.001126815,0.001178896,0.0165636,0.02687933,0.3597481,0.1264641,0.001252289,0.002825723,0.02416379],"study_design_scores_gemma":[0.005670063,0.0008986272,0.006366683,0.0008704627,0.0001281801,0.000671319,0.04630966,0.05329753,0.8842591,0.0004372091,0.0003848115,0.000706326],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782311,0.00003893553,0.01716313,0.000008702728,0.00006645907,0.0005108197,0.000005220676,0.0001193041,0.003856376],"genre_scores_gemma":[0.9982627,0.000002817811,0.001455253,0.00003140693,0.00001319442,0.00003719866,0.00001121592,0.00001488114,0.0001713214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.757795,"threshold_uncertainty_score":0.9966474,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4394611092","doi":"10.3390/solar4020011","title":"Optimal Design of a Hybrid Solar–Battery–Diesel System: A Case Study of Galapagos Islands","year":2024,"lang":"en","type":"article","venue":"Solar","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Battery (electricity); Diesel fuel; Environmental science; Geography; Automotive engineering; Engineering; Physics; Power (physics)","authors":[{"name":"Luis E. Garces-Palacios","is_ca":false},{"name":"Carlos D. Rodríguez‐Gallegos","is_ca":true},{"name":"Fernando Vaca-Urbano","is_ca":false},{"name":"Manuel S. Alvarez‐Alvarado","is_ca":false},{"name":"Oktoviano Gandhi","is_ca":false},{"name":"César A. Rodríguez-Gallegos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02252823009915022,"gpt":0.2480893146091513,"spread":0.2255610845100011,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001013591,0.0003692532,0.0008173501,0.0003862886,0.0001097365,0.00007776424,0.0003574315,0.0000902445,0.00007954772],"category_scores_gemma":[0.00006026221,0.0003187662,0.0002004757,0.000481935,0.00007726219,0.0002115133,0.0001435315,0.0002321696,0.00006657913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001535798,"about_ca_system_score_gemma":0.0002089991,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01147803,"about_ca_topic_score_gemma":0.0004582949,"domain_scores_codex":[0.996895,0.0006138604,0.000874234,0.0005791801,0.0005565843,0.0004811156],"domain_scores_gemma":[0.9983727,0.000269063,0.0002125546,0.0008473101,0.000164962,0.000133442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002578478,0.001238525,0.0019072,0.004697504,0.003023725,0.06158254,0.01610233,0.8750488,0.0267315,0.0006958973,0.006984661,0.001729535],"study_design_scores_gemma":[0.005473626,0.004537765,0.00005427823,0.002936984,0.001473284,0.03837005,0.08728406,0.6954972,0.1551915,0.00005545475,0.007228259,0.001897534],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647893,0.00124763,0.02961307,0.00001377419,0.001163671,0.0006523317,0.00004953581,0.0003207425,0.002149893],"genre_scores_gemma":[0.9976082,0.00001049089,0.0005484255,0.000007642804,0.0002877493,0.0001370107,0.000009757256,0.000112161,0.001278552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1795515,"threshold_uncertainty_score":0.9999264,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417503272","doi":"10.3390/solar6010001","title":"Fire Behaviour of Building-Integrated Photovoltaic Claddings Under Different Cavity Conditions: Glass Failure to Ignition","year":2025,"lang":"en","type":"article","venue":"Solar","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"National Research Council Canada; Gjensidigestiftelsen; Norges Forskningsråd","keywords":"Ignition system; Cladding (metalworking); Photovoltaic system; Breakage; Fire test; Cavity wall; Flammability","authors":[{"name":"Yoon Ko","is_ca":true},{"name":"Dana Duong","is_ca":true},{"name":"Reidar Stølen","is_ca":false},{"name":"Janne Siren Fjærestad","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007027988592152239,"gpt":0.254341769283793,"spread":0.2473137806916408,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009300475,0.0001456455,0.0002008439,0.0001468233,0.00008717294,0.00003545178,0.0001531578,0.0001249719,0.00009775605],"category_scores_gemma":[0.00003267768,0.0001404125,0.00008261045,0.0003716385,0.0000354188,0.00006643712,0.00004987824,0.0002817768,0.00001170963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001803835,"about_ca_system_score_gemma":0.00003188343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002202362,"about_ca_topic_score_gemma":0.0003164593,"domain_scores_codex":[0.9991762,0.00002488235,0.0002091108,0.0001693839,0.000171182,0.0002492288],"domain_scores_gemma":[0.9995279,0.00005005163,0.00001851852,0.0002034488,0.0001240864,0.00007600847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000565429,0.0002607389,0.01663563,0.000487172,0.0002908264,0.00001774662,0.0003069434,0.009824415,0.9472971,0.007947387,0.01376718,0.003108345],"study_design_scores_gemma":[0.001868845,0.0003024694,0.1821704,0.001211405,0.0001882487,0.000009508681,0.001220711,0.5807295,0.2143853,0.01239506,0.004526022,0.0009925016],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840149,0.00005459736,0.0145443,0.0002331707,0.0001669447,0.0002848556,0.0003103793,0.0001315944,0.0002592138],"genre_scores_gemma":[0.9990619,0.00002649857,0.0003764841,0.00004772174,0.00001374464,0.00005183884,0.0001770982,0.00002102325,0.0002236913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7329118,"threshold_uncertainty_score":0.5725854,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3192620353","doi":"10.3390/solar1010002","title":"Solar—A New Open Access Journal for Solar Technologies","year":2021,"lang":"en","type":"article","venue":"Solar","topic":"Photovoltaic Systems and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Climate change; Geography; Political science; Geology","authors":[{"name":"J.H. Werner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04550523450970468,"gpt":0.3468145945301694,"spread":0.3013093600204648,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008306754,0.0001508624,0.0002546273,0.00002726993,0.0005002643,0.0009317832,0.001669273,0.0001408697,0.001008304],"category_scores_gemma":[0.000735933,0.0001284684,0.0001232191,0.0002934633,0.0001114612,0.001342351,0.002200743,0.0002546243,0.00007241731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003021157,"about_ca_system_score_gemma":0.0002456087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001599217,"about_ca_topic_score_gemma":0.0007410115,"domain_scores_codex":[0.9985282,0.00006863722,0.0002924348,0.0004034936,0.0002537177,0.000453549],"domain_scores_gemma":[0.9991144,0.00006304466,0.0001181355,0.0005219973,0.00004738371,0.0001350287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001024797,0.0003248872,0.298448,0.0001095605,0.0001054552,0.0002476905,0.001154847,0.0002181423,0.03423817,0.0002923401,0.5019329,0.1628255],"study_design_scores_gemma":[0.0007386376,0.00008270325,0.01461437,0.00002471142,0.00002070859,0.0001268571,0.002728499,0.0002097376,0.04927822,0.06194606,0.8699415,0.0002879446],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8467795,0.002664157,0.09397384,0.01792909,0.003991818,0.004774463,0.00008241292,0.0006671387,0.02913758],"genre_scores_gemma":[0.9763826,0.0001028509,0.006807121,0.0005810366,0.0001820552,0.00009575862,0.000008826521,0.00003774291,0.01580207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3680086,"threshold_uncertainty_score":0.9999049,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3194857132","doi":"10.3390/solar1010003","title":"Generated Value of Electricity Versus Incurred Cost for Solar Arrays under Conditions of High Solar Penetration","year":2021,"lang":"en","type":"article","venue":"Solar","topic":"solar cell performance optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Western Economic Diversification Canada; Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Electricity; Photovoltaic system; Solar power; Value (mathematics); Work (physics); Market penetration; Electricity generation; Electrical engineering; Power (physics); Computer science; Automotive engineering; Environmental science; Engineering; Mechanical engineering; Physics","authors":[{"name":"Adrian B. Boivin","is_ca":true},{"name":"Jonathan F. Holzman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01804544137040445,"gpt":0.2414793991379467,"spread":0.2234339577675422,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001665062,0.0001638936,0.0002645165,0.0001217119,0.0001059567,0.00002539772,0.000104608,0.0001677026,0.00009917941],"category_scores_gemma":[0.000104545,0.0001985269,0.00009228339,0.0005239351,0.00003725358,0.0002925289,0.00001720233,0.000158683,0.000008078026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001158193,"about_ca_system_score_gemma":0.0001350818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002116707,"about_ca_topic_score_gemma":0.00004324592,"domain_scores_codex":[0.9989336,0.00004717996,0.0003832294,0.0001920068,0.0001914652,0.000252515],"domain_scores_gemma":[0.9991036,0.00009842979,0.0001070982,0.0002671587,0.000369251,0.00005444866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006630128,0.00007928041,0.0002507301,0.0001532631,0.0001587588,9.584177e-7,0.0001233941,0.7219905,0.2749176,0.001313843,0.0005649774,0.0003804519],"study_design_scores_gemma":[0.001199624,0.00009623595,0.0009130433,0.00001875421,0.00007754205,0.000001573378,0.00005798034,0.5354819,0.4615414,0.0002705422,0.0001891273,0.0001522568],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4819919,0.0003010491,0.5159724,0.00002549201,0.0006881822,0.0004189242,0.0001739904,0.0001087842,0.0003192589],"genre_scores_gemma":[0.9838274,0.0002050515,0.01451689,0.00001842828,0.00009053586,0.00004728915,0.001221299,0.00004738442,0.00002579562],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5018355,"threshold_uncertainty_score":0.8095691,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409366955","doi":"10.3390/solar5020013","title":"Loss Analysis of P3 Laser Patterning of Perovskite Solar Cells via Hyperspectral Photoluminescence Imaging","year":2025,"lang":"en","type":"article","venue":"Solar","topic":"Perovskite Materials and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Photon Etc (Canada)","funders":"Université du Luxembourg","keywords":"Hyperspectral imaging; Photoluminescence; Perovskite (structure); Materials science; Laser; Optoelectronics; Remote sensing; Optics; Geology; Chemistry; Physics; Crystallography","authors":[{"name":"Christof Schultz","is_ca":false},{"name":"Markus Fenske","is_ca":false},{"name":"Nicolas Otto","is_ca":false},{"name":"Laura‐Isabelle Dion‐Bertrand","is_ca":true},{"name":"Guillaume Gélinas","is_ca":true},{"name":"S. Marcet","is_ca":true},{"name":"Janardan Dagar","is_ca":false},{"name":"Rutger Schlatmann","is_ca":false},{"name":"Eva Unger","is_ca":false},{"name":"Bert Stegemann","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003458983749838683,"gpt":0.2065728686838917,"spread":0.203113884934053,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001149661,0.0001274207,0.0003206038,0.0002484194,0.00004194114,0.00002133971,0.0001887871,0.00004129999,0.0001161587],"category_scores_gemma":[0.000007407663,0.0001349012,0.0001432884,0.0006695621,0.00005280995,0.00008152465,0.00004023529,0.00008180738,0.000008279277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000278235,"about_ca_system_score_gemma":0.00001172935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001369038,"about_ca_topic_score_gemma":0.00002098961,"domain_scores_codex":[0.9992059,0.00001633238,0.0003086628,0.0001710528,0.000102602,0.0001954757],"domain_scores_gemma":[0.9994909,0.00003011349,0.00005862163,0.0003129877,0.00007359407,0.0000337434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003713508,0.00002773071,0.01117184,0.0001177065,0.0002331791,0.000002081548,0.0002299742,0.005059401,0.9824628,0.00002198415,0.0001016335,0.0005679407],"study_design_scores_gemma":[0.0001439275,0.000005572786,0.0103046,0.00004757865,0.0003902062,6.184711e-7,0.0001037819,0.07450265,0.913726,0.00002513863,0.0006099336,0.0001400161],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722424,0.0001720975,0.02666991,0.00004244928,0.0001201298,0.00008623612,0.00008600957,0.00006885713,0.00051197],"genre_scores_gemma":[0.9988226,0.00005813372,0.000963217,0.00003928025,0.00002397046,0.00001178608,0.00002322613,0.00001528631,0.00004244997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06944326,"threshold_uncertainty_score":0.5501113,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414786576","doi":"10.3390/solar5040045","title":"Computational Intelligence-Based Modeling of UAV-Integrated PV Systems","year":2025,"lang":"en","type":"article","venue":"Solar","topic":"Solar Radiation and Photovoltaics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Photovoltaic system; Particle swarm optimization; Maximum power point tracking; Process (computing); Point (geometry); Quadratic equation; Energy (signal processing); Power (physics); Extreme learning machine","authors":[{"name":"Mohammad Hosein Saeedinia","is_ca":true},{"name":"Shamsodin Taheri","is_ca":true},{"name":"Ana-Maria Creţu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02205657871850409,"gpt":0.2618517005449384,"spread":0.2397951218264343,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002624592,0.00008436878,0.000135292,0.0001713483,0.00007453164,0.00008428598,0.0004269845,0.00005546782,0.000007767082],"category_scores_gemma":[0.00005723188,0.00008083426,0.00005723042,0.0006092058,0.00002255049,0.0001255249,0.00004037282,0.0001092154,0.00001753229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004210631,"about_ca_system_score_gemma":0.0003045154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001759477,"about_ca_topic_score_gemma":0.000003857452,"domain_scores_codex":[0.9991462,0.00007050245,0.0002777664,0.0001871386,0.0001963609,0.000122026],"domain_scores_gemma":[0.9992785,0.0001144163,0.00006503242,0.0002526315,0.0002497504,0.00003970122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003681488,0.00002824467,0.0003087775,0.00002682925,0.00001359052,9.561805e-7,0.0001070664,0.9307894,0.00007227633,0.06721878,0.0002941183,0.001136321],"study_design_scores_gemma":[0.0001116515,0.00001733403,0.00003741632,0.00005321176,0.000004011621,7.648878e-7,0.00005291961,0.9913669,0.001342765,0.00545473,0.001486365,0.0000718927],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00311055,0.0002498353,0.9945011,0.0001982138,0.0005304585,0.0001275237,0.000007036446,0.0000965033,0.001178838],"genre_scores_gemma":[0.9758849,0.000003622039,0.02366298,0.0003272933,0.00001277028,0.000007139021,0.00001441755,0.00000388947,0.00008300913],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9727743,"threshold_uncertainty_score":0.3296326,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}