{"id":"W2149431920","doi":"10.7202/031600ar","title":"Formation initiale des maîtres et professionnalisation du métier","year":2007,"lang":"fr","type":"article","venue":"Revue des sciences de l éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Humanities; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.01937075,0.0001764315,0.0001606024,0.0002539102,0.00313737,0.0002066633,0.0003563192,0.0002527406,0.0002642653],"category_scores_gemma":[0.002763328,0.0001912755,0.00008826167,0.001356521,0.006514808,0.002587873,0.00002998653,0.0002178693,0.0001010647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001353207,"about_ca_system_score_gemma":0.001197569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001417231,"about_ca_topic_score_gemma":0.003004558,"domain_scores_codex":[0.9964123,0.001689597,0.0005124931,0.0003535317,0.0003901538,0.0006419517],"domain_scores_gemma":[0.9972359,0.001507564,0.0004036449,0.0001473567,0.0005227053,0.0001828402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005270823,0.0001972395,0.01167166,0.0001867975,0.000009574637,6.45837e-7,0.5203546,0.000169264,0.0001978293,0.4351079,0.001558162,0.03054104],"study_design_scores_gemma":[0.0002257233,0.0001794833,0.09083185,0.0007145476,0.00006143148,0.00007328318,0.6640459,0.001753739,0.0003927752,0.2041768,0.03712219,0.0004222953],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8261615,0.00278318,0.0491942,0.02663425,0.007790513,0.0004341056,0.000009690461,0.0000886034,0.08690396],"genre_scores_gemma":[0.9628795,0.001943873,0.0264651,0.000780372,0.003664932,0.00004464338,0.00006816168,0.00001422509,0.00413913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2309311,"threshold_uncertainty_score":0.9981604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7652883573307864,"score_gpt":0.5850873599153321,"score_spread":0.1802009974154543,"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."}}