{"id":"W2153447519","doi":"10.7202/012355ar","title":"Introduction : Le développement professionnel des enseignants : apprendre à enseigner pour soutenir l’apprentissage des élèves","year":2005,"lang":"fr","type":"article","venue":"Revue des sciences de l éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","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":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.006073963,0.000306405,0.0002799221,0.0002285481,0.005737376,0.0002475814,0.000574933,0.0002794875,0.0006310983],"category_scores_gemma":[0.001499039,0.000323701,0.0001446136,0.001330097,0.009952801,0.001601392,0.00006940014,0.0002862846,0.000196943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001562754,"about_ca_system_score_gemma":0.002235805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000465789,"about_ca_topic_score_gemma":0.0009299439,"domain_scores_codex":[0.9955727,0.00159598,0.0005918923,0.0008075821,0.0004395703,0.0009921999],"domain_scores_gemma":[0.9980125,0.0005089192,0.0004156814,0.0002812941,0.0005091503,0.0002724431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00000548604,0.0007068045,0.008583887,0.0002696288,0.00004069163,5.843937e-7,0.7777836,0.0007232935,0.001300226,0.04212391,0.01074344,0.1577184],"study_design_scores_gemma":[0.0003097202,0.0001155436,0.05416499,0.0005589307,0.00009016793,0.0000718774,0.8379632,0.001744858,0.0008061964,0.08114816,0.02247421,0.0005521938],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9053664,0.005436459,0.009244563,0.06739879,0.005122395,0.0004112265,0.00001150513,0.0001024318,0.006906266],"genre_scores_gemma":[0.866345,0.002702689,0.09535898,0.0001791048,0.01014774,0.0001275501,0.00004710031,0.00002537425,0.0250664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1571662,"threshold_uncertainty_score":0.9999215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6240923623091656,"score_gpt":0.4627689856117936,"score_spread":0.161323376697372,"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."}}