{"id":"W4286663069","doi":"10.3917/edpe.219.0071","title":"Enseignement supérieur et numérique : un changement paradigmatique","year":2019,"lang":"fr","type":"article","venue":"Éducation Permanente","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Humanities; Political science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003019041,0.000254347,0.0002426283,0.0001131881,0.000424238,0.00008806929,0.0003175493,0.0002360824,0.007836703],"category_scores_gemma":[0.0001810279,0.0002951324,0.0001285155,0.0003541383,0.0004013307,0.0004429525,0.00004376432,0.0003168395,0.002709088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005711652,"about_ca_system_score_gemma":0.0008634764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007645988,"about_ca_topic_score_gemma":0.0003418766,"domain_scores_codex":[0.9966754,0.001431095,0.0004557435,0.0004817772,0.000438244,0.0005177027],"domain_scores_gemma":[0.9983131,0.0005827894,0.0002891563,0.0003658545,0.000263931,0.0001851759],"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":[0.000003031289,0.0004234741,0.002559296,0.0001034651,0.00007423444,5.092351e-7,0.412559,0.00003072635,0.00008638822,0.5339589,0.04857267,0.001628272],"study_design_scores_gemma":[0.000331041,0.00007863328,0.01488965,0.0001483639,0.00002623033,0.000005960116,0.2225714,0.0001012907,0.00006535983,0.005727344,0.7557232,0.0003315251],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5542284,0.004316108,0.0005262854,0.2776539,0.01974025,0.00128519,0.00005122034,0.0001108399,0.1420879],"genre_scores_gemma":[0.9009271,0.004535958,0.0009261664,0.005412106,0.002282951,0.000211641,0.0004142357,0.00003445147,0.08525541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7071505,"threshold_uncertainty_score":0.9999501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1303246548741756,"score_gpt":0.4218681210561462,"score_spread":0.2915434661819706,"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."}}