{"id":"W3029940484","doi":"10.18162/fp.2020.522","title":"Profil professionnel d’enseignants qui utilisent des pratiques de différenciation","year":2020,"lang":"fr","type":"article","venue":"Formation et profession","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Humanities; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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"],"consensus_categories":[],"category_scores_codex":[0.003845811,0.0002615773,0.0002678964,0.00008338445,0.001592315,0.00008934642,0.0002719825,0.00049678,0.0003872547],"category_scores_gemma":[0.002032035,0.0002457542,0.0001073788,0.0005938376,0.0006374751,0.002534126,0.00008083902,0.0005635887,0.0002084291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003859889,"about_ca_system_score_gemma":0.001253672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001212918,"about_ca_topic_score_gemma":0.0001222508,"domain_scores_codex":[0.9940968,0.003731175,0.0006979199,0.0003392852,0.0005443305,0.0005904747],"domain_scores_gemma":[0.9977725,0.0005913696,0.0006596075,0.0001523809,0.0005089584,0.0003151766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002813444,0.0002680497,0.007371364,0.0005981622,0.00002173487,7.241239e-7,0.8866678,0.00002996397,0.0008675807,0.07928997,0.009493271,0.01536325],"study_design_scores_gemma":[0.0006497327,0.0001999052,0.02231605,0.001276155,0.00005384351,0.00000341182,0.9411099,0.006254384,0.001330594,0.01178898,0.01461621,0.0004008217],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8461648,0.001011862,0.01152084,0.1279923,0.003364525,0.001199195,0.00003356663,0.0002414102,0.008471582],"genre_scores_gemma":[0.9810118,0.001891287,0.00687321,0.003974797,0.002207503,0.0002178125,0.0002888963,0.00002931455,0.0035054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.134847,"threshold_uncertainty_score":0.9999995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3075420727079028,"score_gpt":0.4627270440140414,"score_spread":0.1551849713061386,"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."}}