{"id":"W51427209","doi":"","title":"Prise De Decision Complexe En Lien Avec la Supervision Pedagogique Chez Les Directions D'ecole Francophone En Situation De Valorisation Linguistique et Culturelle","year":2014,"lang":"fr","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; French; Sociology; Political science; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01229141,0.0003012658,0.0003915151,0.0007885044,0.0008162551,0.0002735749,0.000525036,0.0007007223,0.0007332171],"category_scores_gemma":[0.02658717,0.0003702547,0.00019538,0.001101813,0.0002410965,0.0005119153,0.0000150531,0.001139609,0.00002375774],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01128707,"about_ca_system_score_gemma":0.02211527,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4021259,"about_ca_topic_score_gemma":0.8588601,"domain_scores_codex":[0.9920226,0.00572126,0.0008073695,0.0003785525,0.0002114465,0.0008587532],"domain_scores_gemma":[0.993245,0.002353719,0.0008125732,0.000359635,0.001398469,0.001830613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001756097,0.0001746691,0.01639147,0.0001298944,0.00004511232,0.00001380192,0.7141417,0.005609143,0.001129756,0.01214616,0.01121868,0.2389821],"study_design_scores_gemma":[0.0004109281,0.0002487236,0.1687388,0.001203423,0.000171951,0.0004581459,0.09038736,0.003910478,0.0002676814,0.01719353,0.7164844,0.0005246165],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9084734,0.003883424,0.05434117,0.01711082,0.01008224,0.0003904898,0.00002265215,0.00002813825,0.005667626],"genre_scores_gemma":[0.9304106,0.0008187108,0.05514359,0.0006704481,0.004915555,0.00004360301,0.0001003585,0.00006185091,0.007835315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7052657,"threshold_uncertainty_score":0.9998749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03036282066152154,"score_gpt":0.3421432730368431,"score_spread":0.3117804523753216,"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."}}