{"id":"W4406969745","doi":"10.1522/rhe.v9i2.1785","title":"Retombées d’une formation donnée à des enseignantes de chimie du secondaire sur leur enseignement du concept de mole","year":2025,"lang":"fr","type":"article","venue":"Revue hybride de l éducation","topic":"History and advancements in chemistry","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Chemistry; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005268076,0.0004013461,0.0003733248,0.00008611424,0.0006582736,0.0001158108,0.0003653842,0.0002726086,0.000999355],"category_scores_gemma":[0.0007726976,0.0005357896,0.0001989233,0.0002860416,0.0002884263,0.0005797282,0.00008496791,0.0004474326,0.00005223795],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005416431,"about_ca_system_score_gemma":0.00111434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003441773,"about_ca_topic_score_gemma":0.0001062924,"domain_scores_codex":[0.9976745,0.0001464866,0.000744695,0.0005158415,0.0001849083,0.000733551],"domain_scores_gemma":[0.9982585,0.0002568246,0.0004269985,0.0005805108,0.0002774823,0.0001997227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001909133,0.002004568,0.01000803,0.01621681,0.0004154034,0.0002351315,0.120424,0.003897188,0.613507,0.004964226,0.1457986,0.0823381],"study_design_scores_gemma":[0.001141962,0.00004125552,0.001172096,0.0032466,0.0002768146,0.0004504406,0.01273707,0.006029548,0.8025942,0.004426158,0.1672889,0.0005948773],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9510038,0.008974662,0.01074956,0.003082686,0.001081499,0.000237307,0.0001370595,0.0001334159,0.02459998],"genre_scores_gemma":[0.954474,0.002024215,0.0026055,0.0007390452,0.0008571541,0.0001421842,0.0004437098,0.00005078415,0.03866342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1890873,"threshold_uncertainty_score":0.9999139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02504116067309502,"score_gpt":0.2561161408399706,"score_spread":0.2310749801668756,"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."}}