{"meta":{"query_hash":"0c82b9abee27","filters":{"venue":"Revue Ouverte d Intelligence Artificielle"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/0c82b9abee27","api":"https://metacan.xera.ac/api/v1/cohort?venue=Revue+Ouverte+d+Intelligence+Artificielle"},"results":[{"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.2481370721653101,"score_gpt":0.34333531253828026,"score_spread":0.09519824037297014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293086299","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22135152,0.080010325,0.011138434,0.3022815,0.00437644,0.00019195591,0.000763632,0.00024118272,0.37964496],"genre_scores_gemma":[0.75985116,0.026760146,0.0074494034,0.011924793,0.0014894047,0.00020810956,0.0003752673,0.00018730709,0.19175437],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9928054,0.0024511863,0.00019874907,0.00092777546,0.00196169,0.0016552617],"domain_scores_gemma":[0.98879284,0.0045173774,0.0011188199,0.00070530525,0.0023935288,0.0024720526],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00858303,0.00050793856,0.0003644549,0.0023158488,0.0056440947,0.005839717,0.0013473507,0.0038292536,0.016390774],"category_scores_gemma":[0.014999339,0.00054795464,0.0005062666,0.0035131006,0.0056972653,0.0061059077,0.004814313,0.0036414857,0.0022204323],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047465257,0.0002415612,0.018860612,0.00061695575,0.00004934808,0.0025800802,0.058175996,0.0010190522,0.002139432,0.28452986,0.14082688,0.49048558],"study_design_scores_gemma":[0.000020751173,0.00011443947,0.021444388,0.00036822888,0.000008022462,0.0005272991,0.011875477,0.00027128836,0.00069125573,0.005120161,0.9595284,0.000030288298],"about_ca_topic_score_codex":0.08151999,"about_ca_topic_score_gemma":0.11211244,"teacher_disagreement_score":0.9943559,"about_ca_system_score_codex":0.02020184,"about_ca_system_score_gemma":0.020902188,"threshold_uncertainty_score":0.16209096},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Humanities; Locale (computer software); Computer science; Philosophy; Programming language","score_opus":0.06170611589174485,"score_gpt":0.266231998798233,"score_spread":0.20452588290648815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309574091","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.043787915,0.00060630275,0.943939,0.0002899022,0.000051552248,0.00009630098,0.00006939197,0.002187294,0.008972364],"genre_scores_gemma":[0.48705795,0.0005995751,0.48842356,0.00023199459,0.000052681637,0.00042522853,0.0003103167,0.00047686353,0.022421787],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992173,0.00013118374,0.00003500077,0.00022597064,0.00028871009,0.00010177187],"domain_scores_gemma":[0.99891937,0.00044490714,0.000096232,0.00021414991,0.0002614625,0.0000638736],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010657589,0.0011214484,0.0012117922,0.0006279114,0.001345285,0.001562275,0.001867005,0.0014757132,0.009220167],"category_scores_gemma":[0.002547823,0.0006182159,0.0008749899,0.0005485516,0.000986502,0.0021173118,0.0020512159,0.0014040492,0.0022250854],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005137905,0.00021895004,0.0021967446,0.0005474208,0.00012876099,0.00028161908,0.0006743072,0.56645584,0.044072382,0.02218232,0.0042419364,0.3584859],"study_design_scores_gemma":[0.00012298455,0.00062851066,0.0018563028,0.00011596911,0.00009238001,0.000299905,0.00036175034,0.94266593,0.02350696,0.014067309,0.016205532,0.00007640932],"about_ca_topic_score_codex":0.0039487327,"about_ca_topic_score_gemma":0.007065237,"teacher_disagreement_score":0.009220167,"about_ca_system_score_codex":0.0007043838,"about_ca_system_score_gemma":0.001181,"threshold_uncertainty_score":0.03084451},"labels":[],"label_agreement":null},{"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Art","score_opus":0.04966734653918802,"score_gpt":0.2733380667347586,"score_spread":0.22367072019557055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402856975","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12278407,0.120353654,0.022274097,0.18854927,0.028033858,0.00024967114,0.005278114,0.0016790456,0.5107983],"genre_scores_gemma":[0.25165126,0.019384267,0.00907138,0.006648781,0.004107093,0.00022939112,0.0012708724,0.00044525348,0.7071917],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.995006,0.0019644953,0.0001793075,0.0007799176,0.0014540725,0.00061617064],"domain_scores_gemma":[0.9966287,0.0012116159,0.00018042342,0.00024310763,0.001085487,0.0006505934],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030998203,0.0027202724,0.0017202958,0.002475842,0.008799814,0.008216005,0.0011992336,0.0049807355,0.05447909],"category_scores_gemma":[0.006798511,0.00066686596,0.0017410277,0.0026482982,0.0035318364,0.0037504435,0.0021399425,0.00728511,0.005513278],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010649576,0.00034358472,0.010558999,0.00086789427,0.00033610588,0.0041488674,0.0044883876,0.005741135,0.005095433,0.42446604,0.33369267,0.20919594],"study_design_scores_gemma":[0.00008772931,0.00006432397,0.012437598,0.0002891391,0.000024776265,0.00046051515,0.0012223524,0.0010881936,0.00069445383,0.0040265815,0.9795393,0.000065099266],"about_ca_topic_score_codex":0.74109334,"about_ca_topic_score_gemma":0.6402213,"teacher_disagreement_score":0.25890666,"about_ca_system_score_codex":0.029152267,"about_ca_system_score_gemma":0.020928754,"threshold_uncertainty_score":0.5208628},"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 <mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"> <mml:mrow> <mml:mi>X</mml:mi> <mml:mi>I</mml:mi> <mml:msup> <mml:mi>X</mml:mi> <mml:mi>e</mml:mi> </mml:msup> </mml:mrow> </mml:math> 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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.0237799277261246,"score_gpt":0.26021449909655553,"score_spread":0.23643457137043092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416458348","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06921956,0.0035416612,0.41446912,0.0059757014,0.0020332888,0.00074988086,0.3159113,0.018698178,0.16940138],"genre_scores_gemma":[0.16291553,0.004536521,0.45522577,0.0006180606,0.00032547556,0.0009999905,0.27312824,0.007570533,0.09467986],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99946314,0.000090520276,0.000038801554,0.0002013216,0.00016572967,0.00004042943],"domain_scores_gemma":[0.9976017,0.0010769976,0.00014660366,0.00044050193,0.0006324011,0.00010181917],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006364065,0.0006072246,0.0003462021,0.006550867,0.0012859472,0.0034154495,0.0006489046,0.0008824234,0.025720188],"category_scores_gemma":[0.003263211,0.00061629305,0.00077580754,0.01034685,0.0010387319,0.0036011538,0.0017166489,0.0013705532,0.0098915],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003439898,0.00007839362,0.01653297,0.0024850431,0.0001397292,0.0011353948,0.01894198,0.0065576956,0.016474593,0.13287534,0.32271,0.4817249],"study_design_scores_gemma":[0.000012301198,0.000016362968,0.010544772,0.00018247499,0.000033030534,0.0002570408,0.002147496,0.0030126227,0.0032622267,0.010624338,0.96986836,0.00003894331],"about_ca_topic_score_codex":0.041426614,"about_ca_topic_score_gemma":0.08932659,"teacher_disagreement_score":0.041426614,"about_ca_system_score_codex":0.001313824,"about_ca_system_score_gemma":0.0023863462,"threshold_uncertainty_score":0.08604258},"labels":[],"label_agreement":null}]}