{"id":"W4409768712","doi":"10.18162/fp.2024.911","title":"Personnes enseignantes non légalement qualifiées au Québec : quelle auto-évaluation à l’égard du degré de maitrise de leurs compétences professionnelles ?","year":2024,"lang":"fr","type":"article","venue":"Formation et profession","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.004496548,0.0002660156,0.0003360687,0.001499145,0.00226787,0.001597889,0.0007248237,0.0004176734,0.007618697],"category_scores_gemma":[0.01235142,0.000216952,0.0002539094,0.001925058,0.001055639,0.001070708,0.0009915299,0.0006417371,0.0007293046],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0108193,"about_ca_system_score_gemma":0.0141215,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9195557,"about_ca_topic_score_gemma":0.9590082,"domain_scores_codex":[0.9972504,0.0007683986,0.0001581749,0.0002681357,0.0009935912,0.0005612382],"domain_scores_gemma":[0.9897172,0.001853587,0.001503747,0.0003819835,0.005385234,0.001158199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000749495,0.00006172461,0.8961493,0.0002801942,0.00006230194,0.0002503982,0.03584979,0.0001230678,0.0008498607,0.0005102005,0.00533171,0.0604565],"study_design_scores_gemma":[0.000002826966,0.00003903151,0.9744011,0.0001497457,0.00001527317,0.00007164569,0.01839905,0.0001430728,0.000181743,0.00005682101,0.006526222,0.00001355389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861581,0.001740558,0.0006222397,0.002496339,0.00005541249,0.0000726818,0.0007338578,0.00001559977,0.008105376],"genre_scores_gemma":[0.9908527,0.001032161,0.0005284458,0.0004857609,0.00001836161,0.00005860046,0.0005223231,0.000008964347,0.006492798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9891807,"threshold_uncertainty_score":0.1618361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.222644471953983,"score_gpt":0.4615772909001835,"score_spread":0.2389328189462004,"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."}}