{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"0c82b9abee27","filters":{"venue":"Revue Ouverte d Intelligence Artificielle"}},"results":[{"id":"W4402856975","doi":"10.5802/roia.82","title":"Un Québécois à Marseille","year":2024,"lang":"fr","type":"article","venue":"Revue Ouverte d Intelligence Artificielle","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Political science; Art","authors":[{"name":"Jean Trudel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04966734653918802,"gpt":0.2733380667347586,"spread":0.2236707201955705,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00309982,0.002720272,0.001720296,0.002475842,0.008799814,0.008216005,0.001199234,0.004980735,0.05447909],"category_scores_gemma":[0.006798511,0.000666866,0.001741028,0.002648298,0.003531836,0.003750443,0.002139942,0.00728511,0.005513278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02915227,"about_ca_system_score_gemma":0.02092875,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7410933,"about_ca_topic_score_gemma":0.6402213,"domain_scores_codex":[0.995006,0.001964495,0.0001793075,0.0007799176,0.001454073,0.0006161706],"domain_scores_gemma":[0.9966287,0.001211616,0.0001804234,0.0002431076,0.001085487,0.0006505934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001064958,0.0003435847,0.010559,0.0008678943,0.0003361059,0.004148867,0.004488388,0.005741135,0.005095433,0.424466,0.3336927,0.2091959],"study_design_scores_gemma":[0.00008772931,0.00006432397,0.0124376,0.0002891391,0.00002477627,0.0004605151,0.001222352,0.001088194,0.0006944538,0.004026582,0.9795393,0.00006509927],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1227841,0.1203537,0.0222741,0.1885493,0.02803386,0.0002496711,0.005278114,0.001679046,0.5107983],"genre_scores_gemma":[0.2516513,0.01938427,0.00907138,0.006648781,0.004107093,0.0002293911,0.001270872,0.0004452535,0.7071917],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2589067,"threshold_uncertainty_score":0.5208628,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4309574091","doi":"10.5802/roia.45","title":"Approche locale pour l’exploration autonome d’environnements inconnus par une flottille de robots","year":2022,"lang":"fr","type":"article","venue":"Revue Ouverte d Intelligence Artificielle","topic":"Robotic Path Planning Algorithms","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":"Safran Electronics (Canada)","funders":"","keywords":"Humanities; Locale (computer software); Computer science; Philosophy; Programming language","authors":[{"name":"Nicolas Gauville","is_ca":true},{"name":"François Charpillet","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06170611589174485,"gpt":0.266231998798233,"spread":0.2045258829064882,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001065759,0.001121448,0.001211792,0.0006279114,0.001345285,0.001562275,0.001867005,0.001475713,0.009220167],"category_scores_gemma":[0.002547823,0.0006182159,0.0008749899,0.0005485516,0.000986502,0.002117312,0.002051216,0.001404049,0.002225085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007043838,"about_ca_system_score_gemma":0.001181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003948733,"about_ca_topic_score_gemma":0.007065237,"domain_scores_codex":[0.9992173,0.0001311837,0.00003500077,0.0002259706,0.0002887101,0.0001017719],"domain_scores_gemma":[0.9989194,0.0004449071,0.000096232,0.0002141499,0.0002614625,0.0000638736],"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":[0.0005137905,0.00021895,0.002196745,0.0005474208,0.000128761,0.0002816191,0.0006743072,0.5664558,0.04407238,0.02218232,0.004241936,0.3584859],"study_design_scores_gemma":[0.0001229846,0.0006285107,0.001856303,0.0001159691,0.00009238001,0.000299905,0.0003617503,0.9426659,0.02350696,0.01406731,0.01620553,0.00007640932],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04378792,0.0006063028,0.943939,0.0002899022,0.00005155225,0.00009630098,0.00006939197,0.002187294,0.008972364],"genre_scores_gemma":[0.487058,0.0005995751,0.4884236,0.0002319946,0.00005268164,0.0004252285,0.0003103167,0.0004768635,0.02242179],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009220167,"threshold_uncertainty_score":0.03084451,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416458348","doi":"10.5802/roia.98","title":"Création d’un graphe de connaissances géohistorique à partir d’annuaires du commerce parisien du X I X e siècle : application aux métiers de la photographie","year":2025,"lang":"en","type":"article","venue":"Revue Ouverte d Intelligence Artificielle","topic":"Diverse Cultural and Historical Studies","field":"Social Sciences","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":"Agence de l'innovation de Défense; Ministère des Armées; Agence Nationale de la Recherche","keywords":"Quarter (Canadian coin); History of computing; Continuing education","authors":[{"name":"Solenn Tual","is_ca":false},{"name":"Nathalie Abadie","is_ca":false},{"name":"Bertrand Duménieu","is_ca":false},{"name":"Joseph Chazalon","is_ca":false},{"name":"Edwin Carlinet","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0237799277261246,"gpt":0.2602144990965555,"spread":0.2364345713704309,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006364065,0.0006072246,0.0003462021,0.006550867,0.001285947,0.00341545,0.0006489046,0.0008824234,0.02572019],"category_scores_gemma":[0.003263211,0.0006162931,0.0007758075,0.01034685,0.001038732,0.003601154,0.001716649,0.001370553,0.0098915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001313824,"about_ca_system_score_gemma":0.002386346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04142661,"about_ca_topic_score_gemma":0.08932659,"domain_scores_codex":[0.9994631,0.00009052028,0.00003880155,0.0002013216,0.0001657297,0.00004042943],"domain_scores_gemma":[0.9976017,0.001076998,0.0001466037,0.0004405019,0.0006324011,0.0001018192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003439898,0.00007839362,0.01653297,0.002485043,0.0001397292,0.001135395,0.01894198,0.006557696,0.01647459,0.1328753,0.32271,0.4817249],"study_design_scores_gemma":[0.0000123012,0.00001636297,0.01054477,0.000182475,0.00003303053,0.0002570408,0.002147496,0.003012623,0.003262227,0.01062434,0.9698684,0.00003894331],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06921956,0.003541661,0.4144691,0.005975701,0.002033289,0.0007498809,0.3159113,0.01869818,0.1694014],"genre_scores_gemma":[0.1629155,0.004536521,0.4552258,0.0006180606,0.0003254756,0.0009999905,0.2731282,0.007570533,0.09467986],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04142661,"threshold_uncertainty_score":0.08604258,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4293086299","doi":"10.5802/roia.18","title":"La collaboration d’EDF avec l’équipe Pitrat, des années 1980 à 2000. Financer la recherche sur les grandes questions  ?","year":2022,"lang":"fr","type":"article","venue":"Revue Ouverte d Intelligence Artificielle","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Humanities; Political science; Art","authors":[{"name":"Jean-Luc Dormoy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2481370721653101,"gpt":0.3433353125382803,"spread":0.09519824037297014,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00858303,0.0005079386,0.0003644549,0.002315849,0.005644095,0.005839717,0.001347351,0.003829254,0.01639077],"category_scores_gemma":[0.01499934,0.0005479546,0.0005062666,0.003513101,0.005697265,0.006105908,0.004814313,0.003641486,0.002220432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02020184,"about_ca_system_score_gemma":0.02090219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08151999,"about_ca_topic_score_gemma":0.1121124,"domain_scores_codex":[0.9928054,0.002451186,0.0001987491,0.0009277755,0.00196169,0.001655262],"domain_scores_gemma":[0.9887928,0.004517377,0.00111882,0.0007053053,0.002393529,0.002472053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004746526,0.0002415612,0.01886061,0.0006169557,0.00004934808,0.00258008,0.058176,0.001019052,0.002139432,0.2845299,0.1408269,0.4904856],"study_design_scores_gemma":[0.00002075117,0.0001144395,0.02144439,0.0003682289,0.000008022462,0.0005272991,0.01187548,0.0002712884,0.0006912557,0.005120161,0.9595284,0.0000302883],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2213515,0.08001032,0.01113843,0.3022815,0.00437644,0.0001919559,0.000763632,0.0002411827,0.379645],"genre_scores_gemma":[0.7598512,0.02676015,0.007449403,0.01192479,0.001489405,0.0002081096,0.0003752673,0.0001873071,0.1917544],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9943559,"threshold_uncertainty_score":0.162091,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}