{"id":"W4387333094","doi":"10.18162/fp.2023.a297","title":"Maurice Tardif, modèle d’universitaire accompli","year":2023,"lang":"fr","type":"article","venue":"Formation et profession","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Mod; Computer science; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002448882,0.001168169,0.0009695778,0.001536331,0.002532656,0.00432244,0.001944116,0.004476554,0.0198858],"category_scores_gemma":[0.01152888,0.0008608436,0.001218719,0.001968829,0.00320077,0.008759188,0.001543072,0.005348956,0.003582138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006203905,"about_ca_system_score_gemma":0.002188047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03624684,"about_ca_topic_score_gemma":0.01868324,"domain_scores_codex":[0.9988093,0.0006005235,0.00003886094,0.0002297959,0.0002207949,0.0001007642],"domain_scores_gemma":[0.9968251,0.002510547,0.00009928742,0.0001276323,0.0003453527,0.00009208895],"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":[0.00001527177,0.00001598403,0.0001746754,0.00006168752,0.00001441418,0.00003294195,0.000238345,0.00411766,0.00002562101,0.9684812,0.02106296,0.005759206],"study_design_scores_gemma":[0.00002494357,0.00001179228,0.0002951293,0.0001008235,0.00002150551,0.00006216206,0.0001697658,0.01407206,0.0001129204,0.9225801,0.06252263,0.00002636964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01770111,0.130165,0.3322053,0.1967804,0.0067941,0.00009692515,0.000811765,0.0006037138,0.3148418],"genre_scores_gemma":[0.663079,0.05993762,0.0836763,0.007430374,0.003826854,0.0004238465,0.0004503117,0.0005323541,0.1806433],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03624684,"threshold_uncertainty_score":0.07207173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2507680401544029,"score_gpt":0.4550503224581234,"score_spread":0.2042822823037205,"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."}}