{"id":"W1607590457","doi":"10.4000/rdst.406","title":"Analyse des raisonnements d’élèves sur les circuits en courant continu et les lois de Kirchhoff","year":2011,"lang":"fr","type":"article","venue":"RDST","topic":"Visual and Cognitive Learning Processes","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009575827,0.0003851149,0.0004608752,0.0001681603,0.0003275256,0.00008652371,0.00038497,0.0003967334,0.008408901],"category_scores_gemma":[0.0007022292,0.0003842599,0.0001918136,0.0003291203,0.0005307042,0.0002160625,0.00009381478,0.0006298202,0.001020617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001071317,"about_ca_system_score_gemma":0.0001305295,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009681867,"about_ca_topic_score_gemma":0.002770955,"domain_scores_codex":[0.9968521,0.001110951,0.000431333,0.0005649654,0.0002344462,0.0008062282],"domain_scores_gemma":[0.9984074,0.0005011496,0.000245433,0.0002584958,0.0003695072,0.0002180307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001551367,0.001604087,0.5159645,0.000514336,0.0008927171,0.0002002423,0.1091294,0.000003599214,0.003218135,0.003516356,0.002434623,0.3623669],"study_design_scores_gemma":[0.002109755,0.0006283688,0.8764438,0.0008305699,0.0004935095,0.00009517297,0.02782381,0.00002542488,0.003972827,0.001968373,0.08492681,0.0006815892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9424399,0.01728783,0.003452698,0.0009063733,0.0005032202,0.0002067624,0.0001149031,0.0001205671,0.03496778],"genre_scores_gemma":[0.9693594,0.0009084175,0.00028888,0.0006497579,0.0002698416,0.00003665028,0.00003575738,0.00006784878,0.02838344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3616853,"threshold_uncertainty_score":0.9998609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1119345091930511,"score_gpt":0.3642245657326704,"score_spread":0.2522900565396192,"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."}}