{"id":"W3032977714","doi":"10.4000/lectures.41481","title":"Philippe Lalle (dir.), « La pédagogie universitaire », Revue internationale d’éducation, n° 80, 2019","year":2019,"lang":"fr","type":"article","venue":"Lectures","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Sociology; Art; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001058242,0.0001897856,0.0002051694,0.0001140372,0.0004259339,0.00007431647,0.000476663,0.0003225834,0.003740359],"category_scores_gemma":[0.0006897823,0.0002174951,0.0001347947,0.0003781893,0.0007401825,0.0003704546,0.00004962376,0.0003423895,0.001024095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003714513,"about_ca_system_score_gemma":0.0008502515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001020188,"about_ca_topic_score_gemma":0.0007975706,"domain_scores_codex":[0.9980282,0.0006885171,0.0002353085,0.0004038202,0.0002788563,0.0003652525],"domain_scores_gemma":[0.9971938,0.001971177,0.0001753604,0.0002508566,0.0002953578,0.0001134186],"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":[0.00001052792,0.0003260623,0.02436261,0.0001279356,0.0002398129,0.000002853686,0.1407749,0.0005583017,0.0001410688,0.5998823,0.2071967,0.02637693],"study_design_scores_gemma":[0.000259035,0.00005815068,0.01673266,0.0001208817,0.00004284487,0.000007883053,0.0434816,0.00005088151,0.0000268325,0.02073246,0.9182106,0.0002762197],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3901406,0.02624835,0.0003425114,0.2606616,0.02007199,0.0005620075,0.00006598238,0.0001683737,0.3017386],"genre_scores_gemma":[0.5690752,0.002030968,0.0007321064,0.0009537402,0.003748979,0.000009075252,0.000114739,0.00002175594,0.4233135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7110139,"threshold_uncertainty_score":0.9997537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1145022335783758,"score_gpt":0.4036433163198462,"score_spread":0.2891410827414704,"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."}}