{"id":"W3111605465","doi":"10.7202/1073732ar","title":"Métier, savoirs et élèves : l’étrange casse-tête des nouveaux enseignants de formation professionnelle au Québec1","year":2020,"lang":"fr","type":"article","venue":"Éthique en éducation et en formation Les Dossiers du GREE","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Humanities; Political science; Sociology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.008903204,0.0004326555,0.0003915863,0.0002204389,0.002181288,0.0002150406,0.0005386223,0.0007995824,0.0004733125],"category_scores_gemma":[0.006272025,0.0004699146,0.0002172226,0.0008510749,0.001184605,0.004594793,0.00007276183,0.0009923559,0.0002341852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003370489,"about_ca_system_score_gemma":0.004051611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002643442,"about_ca_topic_score_gemma":0.004761504,"domain_scores_codex":[0.9906102,0.006551509,0.001001835,0.0004594363,0.0005884155,0.0007885473],"domain_scores_gemma":[0.9945695,0.003206956,0.0007987729,0.0002736403,0.0006764082,0.0004747492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002048983,0.00018597,0.003763864,0.0004729451,0.00005226492,0.000001003333,0.8675957,0.0003443281,0.0001656713,0.1109046,0.008971543,0.007521552],"study_design_scores_gemma":[0.0008276218,0.000152368,0.04847417,0.0005176017,0.0001131114,0.00003873997,0.8771934,0.003935443,0.0003215354,0.0127607,0.05498555,0.000679797],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7378247,0.001008843,0.03469408,0.2091836,0.002920921,0.0009769414,0.00007685653,0.0002497176,0.01306432],"genre_scores_gemma":[0.9791147,0.003437653,0.00694445,0.006220047,0.00246131,0.0002458909,0.0004756773,0.00005601918,0.001044216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.24129,"threshold_uncertainty_score":0.9997752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1936739252065229,"score_gpt":0.4017513542219495,"score_spread":0.2080774290154265,"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."}}