{"id":"W4403267609","doi":"10.4000/12ev2","title":"Wyss Anouchka, Gvozdic Katarina, Gentaz Édouard & Sander Emmanuel. Comment favoriser les apprentissages scolaires. Repenser les gestes professionnels pour l’enseignement","year":2024,"lang":"fr","type":"article","venue":"Revue française de pédagogie","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cégep de Chicoutimi","funders":"","keywords":"Sander; Psychology; Art; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.003536487,0.0006072309,0.0006464851,0.0002467396,0.00210919,0.0003490619,0.000742191,0.0007503718,0.003064426],"category_scores_gemma":[0.0006515282,0.0006323583,0.0004513825,0.0006250602,0.001485818,0.0004956506,0.0002117404,0.001023744,0.0006909037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007807417,"about_ca_system_score_gemma":0.001387818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004198819,"about_ca_topic_score_gemma":0.002258748,"domain_scores_codex":[0.9944542,0.001584442,0.0009432707,0.001120894,0.0006650058,0.00123216],"domain_scores_gemma":[0.9961364,0.002181908,0.0002991203,0.0006612812,0.0003071807,0.0004141177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003952698,0.001276455,0.05854808,0.003467447,0.0007847152,0.00009790085,0.4619865,0.0003751714,0.0005157942,0.07517596,0.3211739,0.07655853],"study_design_scores_gemma":[0.0005466072,0.00009261988,0.01671469,0.003316798,0.000398934,0.0000342274,0.1647104,0.0002526921,0.0001224165,0.004440085,0.8085294,0.0008411531],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6084973,0.1436728,0.002988111,0.2118621,0.01506863,0.001739421,0.0001898034,0.0005202158,0.01546158],"genre_scores_gemma":[0.9046563,0.01339072,0.004736009,0.001083619,0.006908761,0.0004606798,0.0002520112,0.0001139712,0.06839797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4873555,"threshold_uncertainty_score":0.9996127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2333213454728781,"score_gpt":0.4288252429913743,"score_spread":0.1955038975184961,"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."}}