{"id":"W4366816585","doi":"10.37571/2023.0206","title":"Apports et limites de cinq modalités de formation professionnelle en soudage-montage au Québec","year":2023,"lang":"fr","type":"article","venue":"Didactique","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Humanities; Political science; Art","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":[0.002300981,0.000233502,0.0003114779,0.001051741,0.00388458,0.002174556,0.001012939,0.0006349413,0.006679139],"category_scores_gemma":[0.005281464,0.0002664431,0.0002977185,0.001490116,0.001750462,0.0009087451,0.002290894,0.00118626,0.000472297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02164355,"about_ca_system_score_gemma":0.02603924,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9305614,"about_ca_topic_score_gemma":0.9789494,"domain_scores_codex":[0.9976379,0.000409175,0.00006956468,0.0002485531,0.0006887154,0.0009461297],"domain_scores_gemma":[0.9923805,0.001105942,0.0009624357,0.0001612973,0.002637083,0.002752807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002740557,0.0002355185,0.8181274,0.0002298908,0.00006633716,0.0003149962,0.1154883,0.000419693,0.001940745,0.001164231,0.004301983,0.057437],"study_design_scores_gemma":[0.000005703069,0.00009645467,0.9204026,0.0001530409,0.00001559829,0.00002460304,0.0726548,0.000235323,0.000177445,0.00006954443,0.006142386,0.00002258346],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950988,0.0002495841,0.0001473914,0.0006553939,0.00001287929,0.00002677133,0.000223588,0.000007958621,0.00357763],"genre_scores_gemma":[0.9941481,0.0003034333,0.0002334222,0.0001439485,0.000005461169,0.00005325392,0.0001461584,0.000005534931,0.00496071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06943864,"threshold_uncertainty_score":0.1570356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2049722332934307,"score_gpt":0.468610984970131,"score_spread":0.2636387516767004,"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."}}