{"id":"W3120633638","doi":"10.5206/mf.v6i1.13532","title":"Les modèles à suivre","year":2021,"lang":"fr","type":"article","venue":"Mouvances Francophones","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Mod; Humanities; Art; Philosophy; Mathematics; Combinatorics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001148912,0.0002248274,0.0003170918,0.00004663452,0.001384478,0.00008175554,0.000279412,0.0003106416,0.005225002],"category_scores_gemma":[0.0009044856,0.0002549411,0.0001767481,0.0007977534,0.00195145,0.0003685419,0.00003794773,0.000343922,0.0006037033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001068544,"about_ca_system_score_gemma":0.0005507184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004344339,"about_ca_topic_score_gemma":0.004043171,"domain_scores_codex":[0.997529,0.0007789502,0.0003425395,0.0004649688,0.0003496388,0.0005349573],"domain_scores_gemma":[0.9964096,0.002655641,0.0001580776,0.0002432437,0.0003820308,0.0001514047],"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":[0.00001099507,0.0006553368,0.03892747,0.000349309,0.0003089158,0.00002852664,0.1299294,0.0009314273,0.0008242244,0.4240307,0.02721497,0.3767887],"study_design_scores_gemma":[0.0002322378,0.00002139069,0.02196637,0.0001271675,0.00003965657,0.000005744712,0.2249975,0.0001528742,0.0002254855,0.008246573,0.7436846,0.0003002997],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1831195,0.4638434,0.004499392,0.08361096,0.1290912,0.0003145114,0.000120634,0.0002303844,0.1351701],"genre_scores_gemma":[0.8180712,0.04065197,0.008517361,0.0007075812,0.01374873,0.00005819756,0.00004240853,0.00003373935,0.1181688],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7164697,"threshold_uncertainty_score":0.9999903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2066495957297205,"score_gpt":0.4373409694432139,"score_spread":0.2306913737134934,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}