{"id":"W2916286479","doi":"10.4000/dse.2476","title":"Problématisation et dispositif d’enseignement/apprentissage","year":2018,"lang":"fr","type":"article","venue":"Les dossiers des sciences de l éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Musée de la Civilisation","funders":"","keywords":"Humanities; Political science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.007340729,0.0002258925,0.0001771747,0.0001774921,0.004794497,0.0004353423,0.0005265292,0.0002631352,0.001149],"category_scores_gemma":[0.00100988,0.0002461581,0.00009627803,0.001396401,0.02076229,0.001320447,0.00004295076,0.0002255304,0.0002001431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001543734,"about_ca_system_score_gemma":0.001732445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002428984,"about_ca_topic_score_gemma":0.00206813,"domain_scores_codex":[0.9959096,0.001802241,0.0004199836,0.0005631754,0.0005534597,0.0007515171],"domain_scores_gemma":[0.9981093,0.0007402082,0.0003540012,0.0002107223,0.000376576,0.0002091551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004426358,0.0002202841,0.01021227,0.00007422605,0.00003024764,2.898917e-7,0.5185149,0.00005313629,0.0002834091,0.4097892,0.006667304,0.05415032],"study_design_scores_gemma":[0.0003427619,0.0005078542,0.1449415,0.0004808657,0.0001271849,0.00002218259,0.6196545,0.002951247,0.0002734103,0.174522,0.05551622,0.000660272],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7987341,0.001915152,0.02259646,0.02733026,0.008815636,0.0004642198,0.0000180443,0.0001102499,0.1400159],"genre_scores_gemma":[0.9499129,0.0005591874,0.03830827,0.0007198668,0.003054062,0.00007501566,0.00004967749,0.00001773013,0.007303285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2352672,"threshold_uncertainty_score":0.999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4353866303533182,"score_gpt":0.5177354138715078,"score_spread":0.08234878351818958,"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."}}