{"id":"W1602079852","doi":"10.4000/rechercheseducations.84","title":"L’Approche par compétences (APC) en formation des maîtres: Analyse documentaire et critique","year":2022,"lang":"fr","type":"article","venue":"Éduquer","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Humanities; Art; Political science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002040284,0.0002541053,0.0002656639,0.0002410126,0.0006249158,0.0001007996,0.0003298604,0.0001259001,0.02825906],"category_scores_gemma":[0.00007313011,0.0002795419,0.0001378171,0.0005265924,0.0001503393,0.0007415128,0.0002057885,0.0004717322,0.0007556204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00044499,"about_ca_system_score_gemma":0.000178998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005771163,"about_ca_topic_score_gemma":0.0006112491,"domain_scores_codex":[0.9962218,0.001848902,0.0005591933,0.0004021793,0.0004890117,0.0004788666],"domain_scores_gemma":[0.9990566,0.0002317344,0.0001922084,0.0003011437,0.0001210131,0.0000972831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003943638,0.001505903,0.0416577,0.0005141394,0.000672588,0.0001370809,0.2446138,0.001486984,0.001869916,0.06646751,0.4958455,0.1448345],"study_design_scores_gemma":[0.001985069,0.000501412,0.08168121,0.0001443294,0.0002946258,0.0002149717,0.06601515,0.003634051,0.0008771127,0.04864715,0.7951615,0.0008434167],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7478327,0.01307582,0.0127811,0.0517968,0.005275595,0.001448746,0.0001387628,0.0002263379,0.1674242],"genre_scores_gemma":[0.9514707,0.0003747732,0.004942217,0.002023787,0.0001881825,0.0004342824,0.000536427,0.00003332528,0.03999634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.299316,"threshold_uncertainty_score":0.9999657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04083715547337384,"score_gpt":0.3866660308435155,"score_spread":0.3458288753701417,"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."}}