{"id":"W7125939446","doi":"10.3917/es.021.0181f","title":"Vincent Dupriez et Gaëtane Chapelle (dir.), 2007 Enseigner Paris, PUF, collection “Apprendre”, 229 pages","year":2008,"lang":"fr","type":"article","venue":"Education et sociétés","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data collection; Subject (documents); Software; Focus (optics)","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","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003067628,0.0004169778,0.0004788331,0.0001948517,0.001459309,0.0001436592,0.0003999496,0.0005942703,0.0338874],"category_scores_gemma":[0.00149171,0.0004789221,0.0002610084,0.001325812,0.0008670356,0.0006974355,0.00009421705,0.0009651643,0.0009307207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001371796,"about_ca_system_score_gemma":0.003126575,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01164582,"about_ca_topic_score_gemma":0.0008959766,"domain_scores_codex":[0.993138,0.003702915,0.0006116678,0.0007549342,0.0009197879,0.0008726845],"domain_scores_gemma":[0.9971974,0.0009168714,0.0005110197,0.0005255603,0.0004321017,0.0004170863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001809922,0.001100177,0.001624769,0.00005991645,0.00008924149,0.00001451232,0.09929201,0.0001373437,0.000265883,0.01426761,0.745223,0.1379074],"study_design_scores_gemma":[0.0003835081,0.0001173853,0.01206023,0.00009861239,0.00008114684,0.00004678708,0.02097222,0.000139234,0.0004416051,0.001288556,0.9638323,0.0005383693],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0699749,0.2511673,0.006474547,0.1502922,0.07505576,0.001757742,0.00003832709,0.0006242402,0.444615],"genre_scores_gemma":[0.2555098,0.05898577,0.02200064,0.004808649,0.003973802,0.0002023589,0.0001674022,0.0001106365,0.654241],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2186093,"threshold_uncertainty_score":0.9998472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08207207223440637,"score_gpt":0.4291330330113515,"score_spread":0.3470609607769451,"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."}}