{"id":"W4256631199","doi":"10.4000/rfp.1221","title":"Hasni Abelkrim ; Lenoir Yves &amp; Lebeaume Joël (dir.). La formation à l’enseignement des sciences et des technologies au secondaire dans le contexte des réformes par compétences","year":2007,"lang":"fr","type":"article","venue":"Revue française de pédagogie","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Sciences and Engineering Research Council of Canada","funders":"","keywords":"Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":["sts"],"category_scores_codex":[0.01190927,0.0006945331,0.0008438625,0.0004986076,0.006788773,0.0005983952,0.001500401,0.0007473001,0.0002507447],"category_scores_gemma":[0.004226062,0.0006784279,0.0003765388,0.001896301,0.02719857,0.002746331,0.0003307842,0.0009376667,0.0001284102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001463103,"about_ca_system_score_gemma":0.00176582,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02547025,"about_ca_topic_score_gemma":0.1568699,"domain_scores_codex":[0.9931706,0.001780732,0.001099577,0.0008870545,0.0008194103,0.002242591],"domain_scores_gemma":[0.9956986,0.002322664,0.0006627515,0.0005853133,0.0003897935,0.000340919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003789949,0.0003132924,0.02949941,0.001035019,0.0001059224,0.0001090553,0.3765726,0.0009112373,0.004845652,0.02318439,0.001040087,0.5623454],"study_design_scores_gemma":[0.001338598,0.000829954,0.07771409,0.003511347,0.0002452791,0.0003627611,0.5014113,0.0008870676,0.02371214,0.08236472,0.3057084,0.001914341],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6946829,0.09815647,0.1343634,0.003433349,0.0006819746,0.0006303964,0.00004778128,0.0007950176,0.06720877],"genre_scores_gemma":[0.7994092,0.003939725,0.1857722,0.0001436329,0.0002271793,0.00006350867,0.00002179727,0.00005635054,0.01036644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5604311,"threshold_uncertainty_score":0.9995667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08500452142652185,"score_gpt":0.3613364117042,"score_spread":0.2763318902776781,"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."}}