{"id":"W4240959620","doi":"10.4000/rdst.350","title":"Christine Couture &amp; Liliane Dionne (dir.). La formation et le développement professionnel des enseignants en sciences, technologie et mathématiques","year":2010,"lang":"fr","type":"article","venue":"RDST","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.008630733,0.0002163905,0.00022334,0.0001231803,0.001516371,0.0001317754,0.0004666319,0.0005338245,0.0002194228],"category_scores_gemma":[0.002888477,0.0001957995,0.000066173,0.0005637559,0.003051758,0.0008403592,0.00009363442,0.0007051695,0.00009813345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001247746,"about_ca_system_score_gemma":0.001103137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004712666,"about_ca_topic_score_gemma":0.003071027,"domain_scores_codex":[0.9972234,0.001138005,0.0004061239,0.0003458144,0.0004103095,0.0004763639],"domain_scores_gemma":[0.9978006,0.001299655,0.0002902323,0.0002175752,0.0002843932,0.0001074993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00000475063,0.0005350263,0.005184922,0.0002011338,0.00002817203,0.000001474118,0.2184973,0.00001422033,0.002797376,0.7322904,0.02110211,0.01934308],"study_design_scores_gemma":[0.0008765871,0.0001983897,0.08682165,0.001270469,0.00006074712,0.00005472851,0.455752,0.000290622,0.001216082,0.1742375,0.2783452,0.0008761308],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7830645,0.003228066,0.004266342,0.1915612,0.002676042,0.0005465787,0.00005200772,0.0002772532,0.01432805],"genre_scores_gemma":[0.928841,0.003928443,0.0600301,0.0006975297,0.0008695021,0.00008860992,0.0001095687,0.00001844423,0.005416782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.558053,"threshold_uncertainty_score":0.9997835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3245874552909945,"score_gpt":0.4703379500249656,"score_spread":0.1457504947339711,"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."}}