{"id":"W7117232786","doi":"10.29173/af29568","title":"Introduction pour le numéro spécial","year":2025,"lang":"fr","type":"article","venue":"ALTERNATIVE FRANCOPHONE","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Work (physics); Yield (engineering)","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":[0.001254446,0.0009795625,0.0006482876,0.002167466,0.001440442,0.002192579,0.0009273833,0.002423705,0.1153461],"category_scores_gemma":[0.003222262,0.0002814292,0.000911161,0.00112292,0.001452714,0.002700975,0.001503635,0.003989077,0.02959893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002486243,"about_ca_system_score_gemma":0.001459331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009420191,"about_ca_topic_score_gemma":0.007869105,"domain_scores_codex":[0.9990768,0.0002044562,0.00007395505,0.0002028135,0.0003293617,0.0001126307],"domain_scores_gemma":[0.9981512,0.0006284097,0.0001022375,0.0001015968,0.0008234071,0.0001931097],"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":[0.00005184424,0.00003039748,0.000267622,0.0003507196,0.000009353806,0.0001177738,0.0002345545,0.0001711983,0.0002689565,0.1035268,0.8135433,0.08142732],"study_design_scores_gemma":[0.000002829866,0.000006217705,0.0003265243,0.0001455865,0.000001555592,0.00008297629,0.0000337825,0.00002460109,0.00002432204,0.005407786,0.9939387,0.000005135468],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002331296,0.1922251,0.009080751,0.1270663,0.1642957,0.00008083241,0.002819678,0.0004426947,0.5016578],"genre_scores_gemma":[0.03302811,0.08305346,0.007828396,0.03368162,0.1216564,0.0002535947,0.002678344,0.0006498753,0.7171703],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1153461,"threshold_uncertainty_score":0.3858711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0844483306976015,"score_gpt":0.4127017048946206,"score_spread":0.3282533741970191,"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."}}