{"id":"W3109249813","doi":"","title":"COMPLEXITÉ ET DÉFIS ASSOCIÉS AUX RÔLES DE CONSEILLER PÉDAGOGIQUE DES PALIERS D’ENSEIGNEMENT ÉLÉMENTAIRE ET SECONDAIRE","year":2016,"lang":"fr","type":"article","venue":"McGill Journal of Education / Revue des sciences de l'éducation de McGill","topic":"Educational Practices and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"French; Political science; Library science; Pedagogy; Sociology; Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01006809,0.000418019,0.0005067444,0.0004860331,0.003954909,0.0003379432,0.001001847,0.0003132261,0.002134823],"category_scores_gemma":[0.004479683,0.0003655026,0.0003539032,0.001146537,0.003845896,0.002760798,0.00009398856,0.000574607,0.00008521863],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007908268,"about_ca_system_score_gemma":0.01084742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004071427,"about_ca_topic_score_gemma":0.005910906,"domain_scores_codex":[0.9929754,0.003315029,0.001310647,0.0005004833,0.0008308851,0.001067554],"domain_scores_gemma":[0.9923534,0.002644806,0.002186839,0.000319142,0.001674328,0.0008214356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006461978,0.002180903,0.01882636,0.0003272248,0.0002490749,0.000007661803,0.1669405,0.0007115914,0.001564029,0.6485903,0.08364755,0.07689014],"study_design_scores_gemma":[0.0004391791,0.0005407583,0.03999136,0.001338251,0.0001988405,0.0007352604,0.1530979,0.00007600231,0.0008771154,0.1252421,0.6768861,0.000577129],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6378688,0.004797784,0.0006353561,0.2970698,0.006157008,0.0004047111,0.0002880073,0.00004394484,0.05273466],"genre_scores_gemma":[0.9323756,0.0106538,0.02012838,0.01797876,0.0008238755,0.00005459558,0.00001241757,0.00004535093,0.01792726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5932385,"threshold_uncertainty_score":0.9998797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3153990557752322,"score_gpt":0.48119072954223,"score_spread":0.1657916737669978,"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."}}