{"id":"W3178736372","doi":"10.7202/1078496ar","title":"Faire face aux transformations dans l’enseignement supérieur : une conceptualisation des interactions entre différentes innovations pédagogiques","year":2021,"lang":"fr","type":"article","venue":"Enjeux et société Approches transdisciplinaires","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Université de Montréal","funders":"","keywords":"Humanities; Physics; Philosophy","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","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.001492202,0.00055108,0.0005180685,0.0002180048,0.004031343,0.0003244894,0.0004726548,0.0004612058,0.001212464],"category_scores_gemma":[0.0007432908,0.0006314456,0.0004509099,0.001887076,0.004553697,0.001756145,0.00005174589,0.0008060958,0.0000749281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007065025,"about_ca_system_score_gemma":0.00338187,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003966355,"about_ca_topic_score_gemma":0.07823107,"domain_scores_codex":[0.995149,0.001477618,0.00106682,0.0007582301,0.0006364538,0.0009118803],"domain_scores_gemma":[0.995912,0.001805616,0.0003010423,0.0003747217,0.001265813,0.0003408101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005026526,0.0005121986,0.000417474,0.0001750355,0.0001983619,0.000001902311,0.6345012,0.000244914,0.0004895124,0.3552915,0.00162166,0.006541156],"study_design_scores_gemma":[0.0006096386,0.00007062968,0.01518464,0.0004531001,0.0002464818,0.00001370459,0.8777291,0.0002012447,0.0008521755,0.07971925,0.02433221,0.0005878758],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5439383,0.009647081,0.07864238,0.2555048,0.004770178,0.001288495,0.000732571,0.0004957661,0.1049804],"genre_scores_gemma":[0.9728952,0.004601251,0.006367771,0.0008629219,0.001227834,0.000422462,0.001790324,0.0000663697,0.01176583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.428957,"threshold_uncertainty_score":0.9997005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1848748032484523,"score_gpt":0.4588217118720324,"score_spread":0.2739469086235801,"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."}}