{"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":"c77b8702c98c","filters":{"venue":"Modèles linguistiques"}},"results":[{"id":"W2069557035","doi":"10.4000/ml.375","title":"L’individualisme humaniste : égotisme rhétorique ou expression de soi ?","year":2008,"lang":"fr","type":"article","venue":"Modèles linguistiques","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":"Université du Québec à Chicoutimi","funders":"","keywords":"Humanities; Individualism; Expression (computer science); Philosophy; Sociology; Political science; Computer science; Programming language; Law","authors":[{"name":"Luc Vaillancourt","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09153213959955177,"gpt":0.3041965330070465,"spread":0.2126643934074948,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00529777,0.0007821081,0.0007626336,0.0020826,0.006531825,0.01137998,0.001370364,0.005574031,0.008140337],"category_scores_gemma":[0.005912534,0.0004862499,0.0004866973,0.002587353,0.04154986,0.01500118,0.004440666,0.005695269,0.001030035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007527665,"about_ca_system_score_gemma":0.004848345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01357914,"about_ca_topic_score_gemma":0.01113408,"domain_scores_codex":[0.9952583,0.003205328,0.0001061773,0.0003703555,0.0004799963,0.0005797668],"domain_scores_gemma":[0.9965353,0.002006209,0.0003703501,0.0003875911,0.0004224076,0.0002780071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005591192,0.000004006796,0.00006712473,0.00001622521,0.000002312618,0.00001593928,0.01076668,0.00002456917,0.00004444254,0.9871782,0.0008735547,0.001001405],"study_design_scores_gemma":[0.00003837635,0.00003036871,0.0007514532,0.0001423933,0.00001963129,0.0001706816,0.02975695,0.000743977,0.0003884078,0.837445,0.1304717,0.00004101936],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05066042,0.007239525,0.04383261,0.1142704,0.001353141,0.00006049046,0.0001621257,0.0001530741,0.7822682],"genre_scores_gemma":[0.9772051,0.00105948,0.002158886,0.001743734,0.0006371775,0.00006457046,0.00002948266,0.0001207569,0.01698085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01357914,"threshold_uncertainty_score":0.05461729,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2083031574","doi":"10.4000/ml.199","title":"Pour dessus lui plus de credit avoir : de quelques stratégies de la manipulation dans les œuvres de Louise Labé","year":2010,"lang":"fr","type":"article","venue":"Modèles linguistiques","topic":"Linguistics and Discourse Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Linguistic Association","funders":"","keywords":"Humanities; Art; Philosophy","authors":[{"name":"Éliane Kotler","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03157136266988346,"gpt":0.3041757510019006,"spread":0.2726043883320171,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002767139,0.0004327117,0.0002302311,0.000903356,0.005455142,0.005707706,0.0005814529,0.002381568,0.009246645],"category_scores_gemma":[0.006452139,0.0004094978,0.0003150396,0.0008701427,0.008727479,0.004952422,0.003632654,0.003006683,0.00156332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005733092,"about_ca_system_score_gemma":0.004350456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03815313,"about_ca_topic_score_gemma":0.05803052,"domain_scores_codex":[0.9970623,0.001514188,0.00007546962,0.0003734899,0.0004850544,0.000489464],"domain_scores_gemma":[0.9970662,0.001128057,0.0005104094,0.0003006027,0.000655987,0.0003387547],"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":[0.0003930677,0.00007562577,0.01369414,0.0001109228,0.00003180233,0.0009977048,0.2986788,0.000458118,0.005294566,0.6059758,0.01361385,0.06067561],"study_design_scores_gemma":[0.00005179331,0.0001631916,0.02903061,0.0002758112,0.0000475109,0.0006038617,0.1418807,0.00125204,0.005387106,0.08673439,0.7343932,0.0001798399],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.51796,0.003305315,0.01898124,0.03464941,0.000368479,0.00008019841,0.0001993041,0.0002020644,0.424254],"genre_scores_gemma":[0.9238326,0.0002937418,0.002159698,0.0006257637,0.00004325499,0.00003257823,0.0000432667,0.00009277365,0.0728763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03815313,"threshold_uncertainty_score":0.07586205,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4239517075","doi":"10.4000/ml.1051","title":"Micro-/Macro-syntaxe (I) : La question de l’échelle d’analyse en linguistique anglaise","year":2016,"lang":"fr","type":"paratext","venue":"Modèles linguistiques","topic":"Linguistics and Discourse Analysis","field":"Arts and Humanities","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":"Computer science","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0189578054372826,"gpt":0.3092844675116636,"spread":0.290326662074381,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00280446,0.0005073113,0.0008180298,0.001937832,0.002541834,0.01044669,0.001035766,0.001495005,0.007430521],"category_scores_gemma":[0.004411757,0.0004359086,0.0003412516,0.002231659,0.01354262,0.009142015,0.001924169,0.005027944,0.001920239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006330068,"about_ca_system_score_gemma":0.002728131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04383162,"about_ca_topic_score_gemma":0.03208132,"domain_scores_codex":[0.9979637,0.00111724,0.00007914744,0.000283246,0.0003494811,0.0002071976],"domain_scores_gemma":[0.9969854,0.00186737,0.0001733417,0.0002105341,0.0006742302,0.00008926338],"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":[0.00005147465,0.00001532057,0.000894312,0.0002743751,0.00001682459,0.0001085607,0.02202737,0.0001867674,0.0005848547,0.9146104,0.02599141,0.03523825],"study_design_scores_gemma":[0.00001219374,0.00003174979,0.004997029,0.0006661696,0.00001986228,0.0003705356,0.01912647,0.0008709913,0.000846906,0.2187474,0.7542715,0.00003926588],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04548469,0.2234326,0.06165257,0.1625184,0.005290572,0.00004439627,0.0005218411,0.0002671866,0.5007877],"genre_scores_gemma":[0.7448683,0.06072188,0.01689421,0.01383863,0.006912412,0.0002071805,0.0003554367,0.0009770236,0.155225],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04383162,"threshold_uncertainty_score":0.08715296,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W284452542","doi":"10.4000/ml.442","title":"Sciences du langage","year":2010,"lang":"fr","type":"article","venue":"Modèles linguistiques","topic":"Historical Linguistics and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Nautical Research Society; Institut d'Histoire de l'Amérique Française","funders":"","keywords":"Humanities; Philosophy; Psychology","authors":[{"name":"Jean-Claude Chevalier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0278662002257064,"gpt":0.2693225794888582,"spread":0.2414563792631518,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001764119,0.001270606,0.0006612366,0.003502092,0.003511016,0.006283179,0.0004742212,0.001801741,0.04640618],"category_scores_gemma":[0.004327691,0.0004321478,0.0005260056,0.00479937,0.004692667,0.005715018,0.001803846,0.002075773,0.0086228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007691639,"about_ca_system_score_gemma":0.005476365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08467074,"about_ca_topic_score_gemma":0.09368537,"domain_scores_codex":[0.9985467,0.0004286534,0.0001251696,0.0003689244,0.0004263929,0.000104081],"domain_scores_gemma":[0.9981964,0.0006804251,0.0002086476,0.0002846907,0.000525584,0.0001042714],"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":[0.000121891,0.0000476981,0.002034495,0.000725148,0.00002536624,0.0002061398,0.008233834,0.0003189148,0.0009711486,0.5221868,0.2591437,0.2059848],"study_design_scores_gemma":[0.000004290314,0.00001800894,0.001921682,0.0004942009,0.000004870798,0.0001224216,0.0008024062,0.00005691258,0.0001535365,0.01492893,0.9814848,0.000007974524],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008532722,0.4508059,0.00643471,0.02001389,0.008135842,0.00005559507,0.00250611,0.0003163372,0.5031989],"genre_scores_gemma":[0.1598936,0.1776,0.004308948,0.002563179,0.005650636,0.0001962649,0.004215132,0.0005668438,0.6450055],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08467074,"threshold_uncertainty_score":0.1683558,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}