{"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":"e9ac9403a66a","filters":{"venue":"EPJ Photovoltaics"}},"results":[{"id":"W2626839857","doi":"10.1051/epjpv/2017004","title":"Quantum modeling of two-level photovoltaic systems","year":2017,"lang":"en","type":"article","venue":"EPJ Photovoltaics","topic":"Organic Electronics and Photovoltaics","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Photovoltaic system; Formalism (music); Quantum; Physics; Computer science; Statistical physics; Quantum mechanics; Engineering; Electrical engineering","authors":[{"name":"Tahereh Nemati Aram","is_ca":false},{"name":"Asghar Asgari","is_ca":false},{"name":"Matthias Ernzerhof","is_ca":true},{"name":"P. Quémerais","is_ca":false},{"name":"Didier Mayou","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03505025317196674,"gpt":0.2540965203931556,"spread":0.2190462672211888,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005009179,0.0004567096,0.0006568552,0.000164605,0.0004282738,0.0002361378,0.001053179,0.000240004,0.00006562501],"category_scores_gemma":[0.0001095454,0.0004814928,0.0002053809,0.0001656318,0.0001182336,0.0003590585,0.0001661586,0.000555774,0.00006195778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001700826,"about_ca_system_score_gemma":0.0001355029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002156393,"about_ca_topic_score_gemma":0.0002945737,"domain_scores_codex":[0.9975384,0.00003043464,0.0007436157,0.0004036603,0.0004924558,0.0007914299],"domain_scores_gemma":[0.9975653,0.00006687206,0.0002513993,0.001678646,0.0002171468,0.0002206312],"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":[0.00002033119,0.00006389405,0.001173704,0.000331312,0.0001702794,0.00001979268,0.0002564355,0.0741381,0.9174403,0.00525779,0.001007571,0.000120477],"study_design_scores_gemma":[0.0006746292,0.00005561921,0.00006974443,0.00009790977,0.00004598788,0.00001932961,0.00005691606,0.7188591,0.2758071,0.002040894,0.001852432,0.0004203786],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741827,0.002121697,0.01118501,0.00001188005,0.002309555,0.0006318228,0.000208044,0.0004208187,0.008928421],"genre_scores_gemma":[0.9980413,0.0005441906,0.0005495754,0.00002192523,0.0002677137,0.00004537365,0.00002328464,0.0001647304,0.0003419171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.644721,"threshold_uncertainty_score":0.9997637,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402417370","doi":"10.1051/epjpv/2024025","title":"A comprehensive performance evaluation of bifacial photovoltaic modules: insights from a year-long experimental study conducted in the Canadian climate","year":2024,"lang":"en","type":"article","venue":"EPJ Photovoltaics","topic":"solar cell performance optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"École Centrale de Lyon; Région Hauts-de-France; Institut National des Sciences Appliquées de Lyon; Centre National de la Recherche Scientifique; Fonds de recherche du Québec – Nature et technologies; Université Grenoble Alpes; Natural Sciences and Engineering Research Council of Canada; Université de Sherbrooke; Canada Research Chairs; Indian National Science Academy","keywords":"Photovoltaic system; Environmental science; Climate change; Climatology; Meteorology; Geography; Engineering; Ecology; Geology; Electrical engineering; Biology","authors":[{"name":"Soufiane Ghafiri","is_ca":true},{"name":"Maxime Darnon","is_ca":true},{"name":"Arnaud Davigny","is_ca":false},{"name":"João Pedro F. Trovão","is_ca":true},{"name":"Dhaker Abbes","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03245767901173603,"gpt":0.2677524938574533,"spread":0.2352948148457173,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003116211,0.0002283968,0.0002240249,0.0003608963,0.0001236281,0.0001154915,0.0002216256,0.0001158337,0.0001400706],"category_scores_gemma":[0.00001566304,0.00020117,0.00004925778,0.0007529556,0.0000576302,0.0003865589,0.00002952964,0.0003209549,0.000058487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005122891,"about_ca_system_score_gemma":0.0002150329,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02038017,"about_ca_topic_score_gemma":0.08926277,"domain_scores_codex":[0.9983149,0.0001210516,0.0003823828,0.0002667587,0.0006133041,0.000301622],"domain_scores_gemma":[0.9993508,0.00005676092,0.00003831262,0.0003323682,0.0001547491,0.00006701393],"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":[0.0001201771,0.0006468262,0.06825103,0.0003623368,0.000388073,0.0001014393,0.1146298,0.4577843,0.3550102,0.00006390075,0.000691655,0.001950319],"study_design_scores_gemma":[0.0008257234,0.0001100789,0.04748366,0.00008956785,0.00005632787,0.00000264455,0.005050731,0.9128421,0.03308202,0.00001993806,0.000218958,0.0002182628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957507,0.001211124,0.00001746836,0.000002877714,0.0006369348,0.001299635,0.000046828,0.000110941,0.0009235059],"genre_scores_gemma":[0.9991135,0.00009270857,0.0002692569,0.0000236222,0.00008145387,0.0002076028,0.0001593779,0.00004899138,0.000003478051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4550578,"threshold_uncertainty_score":0.9861432,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3212784002","doi":"10.1051/epjpv/2021007","title":"Rear side dielectrics on interdigitating <i>p</i><sup>+</sup>-(<i>i</i>)-<i>n</i><sup>+</sup> back-contact solar cells − hydrogenation vs. charge effects","year":2021,"lang":"en","type":"article","venue":"EPJ Photovoltaics","topic":"Silicon and Solar Cell Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Institute of Gender and Health","keywords":"Stack (abstract data type); Passivation; Materials science; Dielectric; Optoelectronics; Solar cell; Hydrogen; Doping; Layer (electronics); Nanotechnology; Chemistry; Organic chemistry","authors":[{"name":"Michael Rienäcker","is_ca":false},{"name":"Yevgeniya Larionova","is_ca":false},{"name":"Jan Krügener","is_ca":false},{"name":"Sascha J. Wolter","is_ca":false},{"name":"Rolf Brendel","is_ca":false},{"name":"Robby Peibst","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008643681306586565,"gpt":0.2049023665219658,"spread":0.1962586852153793,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004629232,0.0008133315,0.0008347524,0.0004727396,0.00027655,0.0003250708,0.0006325798,0.0006375253,0.0001427767],"category_scores_gemma":[0.0008011301,0.0008868814,0.0004083423,0.001279939,0.00007858779,0.0004974288,0.0002387077,0.001375118,0.001047828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004368867,"about_ca_system_score_gemma":0.000115619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000510443,"about_ca_topic_score_gemma":0.00001835828,"domain_scores_codex":[0.9962809,0.0001731624,0.0008032789,0.0008918192,0.0006514129,0.001199419],"domain_scores_gemma":[0.9973438,0.0008943971,0.0001541142,0.001148012,0.0001891283,0.0002705971],"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":[0.0001182711,0.000422186,0.001467509,0.001105274,0.0005381864,0.0007194892,0.003880029,0.04427286,0.9071071,0.0007146936,0.0227917,0.01686272],"study_design_scores_gemma":[0.0008921531,0.0002414675,0.00003386501,0.0002074742,0.00005085232,0.00003029045,0.0003632323,0.2355774,0.7247925,0.0002307283,0.0368762,0.0007039036],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732301,0.0009859316,0.001758423,0.0001120195,0.0005627354,0.0008425111,0.00007512677,0.002039231,0.02039387],"genre_scores_gemma":[0.9942371,0.001277405,0.001529069,0.001288909,0.0002355509,0.0001067559,0.0001728852,0.0002702948,0.0008820603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1913045,"threshold_uncertainty_score":0.99973,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411000198","doi":"10.1051/epjpv/2025015","title":"Design, manufacture and characterization of compact optics for micro-CPV","year":2025,"lang":"en","type":"article","venue":"EPJ Photovoltaics","topic":"solar cell performance optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"Centre National de la Recherche Scientifique; Institut National des Sciences Appliquées de Lyon; Université Grenoble Alpes; Natural Sciences and Engineering Research Council of Canada; Université de Sherbrooke; Indian National Science Academy","keywords":"Characterization (materials science); Engineering; Optics; Computer science; Physics","authors":[{"name":"Corentin Jouanneau","is_ca":true},{"name":"Marius Denain","is_ca":true},{"name":"Léo Guernion","is_ca":true},{"name":"Thomas Bidaud","is_ca":true},{"name":"Konan Kouame","is_ca":true},{"name":"M. Weiss","is_ca":true},{"name":"Artur Turala","is_ca":true},{"name":"David Danovitch","is_ca":true},{"name":"Jean‐François Bryche","is_ca":true},{"name":"Maxime Darnon","is_ca":true},{"name":"Gwénaëlle Hamon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009567282604290519,"gpt":0.2151771192492634,"spread":0.2056098366449729,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008016928,0.000110754,0.0001469601,0.00009624238,0.0000407763,0.00002396965,0.00006110103,0.000092825,0.000009304775],"category_scores_gemma":[0.00001220161,0.0001174957,0.00002384696,0.0001297463,0.00002205626,0.0001153419,0.00001033805,0.0000686967,0.000001236739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003092367,"about_ca_system_score_gemma":0.00001963161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001886034,"about_ca_topic_score_gemma":7.2205e-7,"domain_scores_codex":[0.9995469,0.000007557643,0.0001750341,0.0000940334,0.00005118926,0.0001253296],"domain_scores_gemma":[0.9997117,0.00004432327,0.00003815088,0.0001276507,0.00005411714,0.00002406308],"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":[0.00002484402,0.00001244443,0.0008868792,0.0002678286,0.00003519209,1.918016e-7,0.0002081541,0.03558659,0.9619722,0.00003972749,0.0004128233,0.0005531365],"study_design_scores_gemma":[0.0002422817,0.00001770182,0.001836633,0.00002986786,0.00001971743,6.37084e-7,0.00001444286,0.4538143,0.542735,0.00008150171,0.001133327,0.00007454865],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5239699,0.00008345267,0.4748064,0.00001841786,0.00025101,0.0004668035,0.00002792927,0.00008692106,0.0002891876],"genre_scores_gemma":[0.9343283,0.0005146779,0.06429958,0.0000953196,0.00005355946,0.00002645144,0.0002345949,0.00004944071,0.0003981096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4192372,"threshold_uncertainty_score":0.4791337,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401395277","doi":"10.1051/epjpv/2024021","title":"Solar energy on the Moon for fixed or tracked photovoltaic systems","year":2024,"lang":"en","type":"article","venue":"EPJ Photovoltaics","topic":"Solar and Space Plasma Dynamics","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"Centre National de la Recherche Scientifique; Institut National des Sciences Appliquées de Lyon; Université Grenoble Alpes; Université de Sherbrooke; Indian National Science Academy","keywords":"Solar tracker; Azimuth; Photovoltaic system; Equator; Solar energy; Physics; Solar System; Optics; Geodesy; Environmental science; Remote sensing; Geology; Astronomy; Latitude; Engineering; Electrical engineering","authors":[{"name":"M. Weiss","is_ca":true},{"name":"Félix Dumais","is_ca":true},{"name":"Maïté Volatier","is_ca":true},{"name":"Vincent Aimez","is_ca":true},{"name":"Abdelatif Jaouad","is_ca":true},{"name":"Maxime Darnon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02201072615977637,"gpt":0.254312027781033,"spread":0.2323013016212566,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003345165,0.0003529543,0.0003223196,0.0001016466,0.0003259603,0.0004353714,0.0003381983,0.0001170069,0.0003511969],"category_scores_gemma":[0.00002948933,0.0002236502,0.0003138634,0.0003437387,0.00006447084,0.0001347782,0.0000458319,0.0003333235,0.0001349644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007251678,"about_ca_system_score_gemma":0.0001759715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007928891,"about_ca_topic_score_gemma":0.00008128131,"domain_scores_codex":[0.9983265,0.00007145554,0.0003324694,0.00046939,0.0002850424,0.0005151268],"domain_scores_gemma":[0.9982436,0.000956591,0.00008064849,0.0005122807,0.00008592807,0.0001209339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009488608,0.0007867077,0.002252962,0.000539232,0.001723222,0.00007427149,0.002900272,0.003352429,0.125039,0.5758324,0.2773985,0.009152142],"study_design_scores_gemma":[0.0005800682,0.0002451295,0.00003066964,0.0001740782,0.000120769,0.000006431717,0.001283847,0.5203447,0.04187285,0.004804188,0.4300383,0.0004990019],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8071564,0.001030348,0.1537091,0.0009156088,0.008870267,0.003760558,0.00258695,0.0009452794,0.02102541],"genre_scores_gemma":[0.983102,0.00001706109,0.0002317913,0.0002099008,0.0007758696,0.0006126363,0.0001828651,0.0001008837,0.01476698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5710282,"threshold_uncertainty_score":0.912019,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4380989285","doi":"10.1051/epjpv/2023011","title":"Determination of individual <i>I</i>(<i>V</i>) characteristics of each sub-cell of a triple junction device","year":2023,"lang":"en","type":"article","venue":"EPJ Photovoltaics","topic":"solar cell performance optimization","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":"Institut interdisciplinaire d'innovation technologique; InterDigital (Canada); Université de Sherbrooke","funders":"","keywords":"Triple junction; Stack (abstract data type); Materials science; Concentrator; Laser; Leakage (economics); Optoelectronics; Energy conversion efficiency; Perimeter; Optics; Solar cell; Photovoltaic system; Electrical engineering; Computer science; Physics; Geometry; Engineering; Mathematics","authors":[{"name":"Christophe Longeaud","is_ca":false},{"name":"José Alvarez","is_ca":false},{"name":"herinirina Fanevamampiandra","is_ca":true},{"name":"Thomas Bidaud","is_ca":true},{"name":"Gwénaëlle Hamon","is_ca":true},{"name":"Maxime Darnon","is_ca":true},{"name":"Marie‐Estelle Gueunier‐Farret","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01285936196751002,"gpt":0.2121461558984874,"spread":0.1992867939309774,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003129762,0.0001291557,0.0002600912,0.0002740582,0.00002259442,0.00000774842,0.0001399257,0.0001218672,0.000018298],"category_scores_gemma":[0.00006164628,0.0001498776,0.0000636827,0.000799084,0.00003784992,0.0001783836,0.00003698833,0.000114644,0.0000126643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003146231,"about_ca_system_score_gemma":0.00003724491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001500826,"about_ca_topic_score_gemma":0.000007732076,"domain_scores_codex":[0.9988852,0.00002114539,0.0005099596,0.0001126086,0.0003079889,0.0001631609],"domain_scores_gemma":[0.9993004,0.00005616251,0.0002275531,0.0002175556,0.0001656528,0.00003271618],"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":[0.00003796112,0.00009894759,0.01133429,0.001198194,0.0000313314,0.000001554139,0.001442429,0.006343011,0.9719962,0.00001269899,0.001073976,0.006429359],"study_design_scores_gemma":[0.0004443142,0.00007307914,0.01277028,0.00004695311,0.00004909369,0.000001084442,0.0001001205,0.3020734,0.6838459,0.00001809352,0.0004580191,0.0001195909],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990518,0.00004832493,0.007710426,0.000001617825,0.0006882253,0.0002372856,0.00007580635,0.0001222703,0.0005980235],"genre_scores_gemma":[0.9945353,0.0002802183,0.004706794,0.000007005913,0.00005404584,0.00001633904,0.0002794968,0.00004210203,0.0000786801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2957304,"threshold_uncertainty_score":0.6111829,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4367155379","doi":"10.1051/epjpv/2023009","title":"Impact of the contacting scheme on <i>I-V</i> measurements of metallization-free silicon heterojunction solar cells","year":2023,"lang":"en","type":"article","venue":"EPJ Photovoltaics","topic":"Silicon and Solar Cell Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Institute of Gender and Health","keywords":"Heterojunction; Materials science; Optoelectronics; Solar cell; Equivalent series resistance; Voltage; Sheet resistance; Contact resistance; Theory of solar cells; Silicon; Conductivity; Position (finance); Electrical engineering; Layer (electronics); Polymer solar cell; Composite material; Physics; Engineering","authors":[{"name":"Malte Brinkmann","is_ca":false},{"name":"Felix Haase","is_ca":false},{"name":"Karsten Bothe","is_ca":false},{"name":"Karsten Bittkau","is_ca":false},{"name":"Andreas Lambertz","is_ca":false},{"name":"Weiyuan Duan","is_ca":false},{"name":"Kaining Ding","is_ca":false},{"name":"H. Sperlich","is_ca":false},{"name":"A. Waltinger","is_ca":false},{"name":"Henning Schulte‐Huxel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03475613824046755,"gpt":0.2501361476529986,"spread":0.215380009412531,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002387617,0.0001628554,0.0002282373,0.0001508517,0.00005481642,0.00001349196,0.0003394236,0.0001280978,0.00002836546],"category_scores_gemma":[0.0002289839,0.0001240739,0.0002098611,0.0006264901,0.0000484708,0.00008469775,0.00008088632,0.0001925342,0.00001822932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008440463,"about_ca_system_score_gemma":0.00002199142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008887254,"about_ca_topic_score_gemma":0.00002851237,"domain_scores_codex":[0.9990093,0.00002972078,0.0002991723,0.0001383998,0.0003151043,0.00020836],"domain_scores_gemma":[0.9991277,0.000070852,0.000108539,0.0005934746,0.00007098959,0.00002841367],"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":[0.00001011653,0.00002591302,0.02681023,0.00005342673,0.0001160871,4.144275e-7,0.000124688,0.01197211,0.9596111,0.00001183596,0.001007726,0.0002563849],"study_design_scores_gemma":[0.0003775326,0.00007851345,0.009657021,0.00004404326,0.00001958373,4.948934e-7,0.00008510474,0.01233936,0.9769827,0.00007303682,0.0002325424,0.0001101316],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976075,0.00004592755,0.0001176935,0.000006686629,0.0004459275,0.0002443925,0.00002056928,0.0003807526,0.001130608],"genre_scores_gemma":[0.9996927,0.00006509118,0.00009922264,0.00001490666,0.00001636423,0.00001163103,0.000007005676,0.00003376113,0.0000593267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01737157,"threshold_uncertainty_score":0.5059586,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416734646","doi":"10.1051/epjpv/2025019","title":"Industrial implementation of 24%-efficient POLO IBC solar cells and future upgrade to 26%-efficient POLO <sup>2</sup> IBC","year":2025,"lang":"en","type":"article","venue":"EPJ Photovoltaics","topic":"Silicon and Solar Cell Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Institute of Gender and Health; Horizon 2020 Framework Programme; Leibniz-Gemeinschaft; Gottfried Wilhelm Leibniz Universität Hannover; Bundesministerium für Wirtschaft und Energie; European Commission","keywords":"Passivation; Common emitter; Wafer; Photovoltaic system; Solar cell; Heterojunction bipolar transistor; Plasma-enhanced chemical vapor deposition","authors":[{"name":"Thorsten Dullweber","is_ca":false},{"name":"Yevgeniya Larionova","is_ca":false},{"name":"Philip Jäger","is_ca":false},{"name":"Verena Mertens","is_ca":false},{"name":"Sabrina Schimanke","is_ca":false},{"name":"Melanie Ripke","is_ca":false},{"name":"Ulrike Baumann","is_ca":false},{"name":"Alaa Osman","is_ca":false},{"name":"Udo Römer","is_ca":false},{"name":"Robby Peibst","is_ca":false},{"name":"Rolf Brendel","is_ca":false},{"name":"Özlem Coşkun","is_ca":false},{"name":"Gamze Çekerek","is_ca":false},{"name":"Meriç Çalişkan Arslan","is_ca":false},{"name":"Geoffrey Gregory","is_ca":false},{"name":"Erik H. Hoffmann","is_ca":false},{"name":"Massimo Centazzo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01200975415902113,"gpt":0.2413471135844134,"spread":0.2293373594253923,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002541562,0.0003117472,0.0003767512,0.0004859362,0.0001219817,0.0000618534,0.0003054375,0.0003702416,0.00009406755],"category_scores_gemma":[0.00004250471,0.0003149961,0.0001043075,0.0008260449,0.00008962346,0.00004340339,0.0001824876,0.0004451755,0.00001800094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001504395,"about_ca_system_score_gemma":0.00007634175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002153561,"about_ca_topic_score_gemma":0.00003983473,"domain_scores_codex":[0.9983327,0.00004036207,0.0005014333,0.0003665367,0.0002700457,0.0004889633],"domain_scores_gemma":[0.9992307,0.00007288811,0.00006851369,0.0004570678,0.00005525572,0.0001155248],"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":[0.0001503989,0.0004033634,0.01248323,0.0004559182,0.0004497563,0.0000353807,0.01087688,0.1464505,0.7157978,0.003419511,0.05449917,0.05497809],"study_design_scores_gemma":[0.001369256,0.0001471092,0.00137806,0.0000488704,0.0000643562,0.000003599892,0.01323292,0.04163099,0.8564796,0.00005804745,0.08519097,0.0003961619],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952594,0.0004578668,0.0009502007,0.0003967579,0.001005164,0.0007875426,0.0001017741,0.0005600158,0.0004812935],"genre_scores_gemma":[0.9985421,0.0001999163,0.0007071901,0.0001708832,0.0001603414,0.00004723002,0.00001607015,0.00004517733,0.0001110938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1406819,"threshold_uncertainty_score":0.9999302,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}