{"id":"W1577835853","doi":"10.7202/043998ar","title":"Bédard, D. et Béchard, J. P. (2009). Innover dans l'enseignement supérieur. Paris, France : Presses universitaires de France","year":2010,"lang":"fr","type":"article","venue":"Revue des sciences de l éducation","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","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","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.00403257,0.0002762488,0.0002463901,0.0001557057,0.002473778,0.0005973569,0.001035795,0.000296941,0.001969542],"category_scores_gemma":[0.001588696,0.0003232125,0.00009924456,0.002030902,0.004000978,0.002611561,0.00008896705,0.0007437622,0.0003581054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000993678,"about_ca_system_score_gemma":0.005616912,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01854905,"about_ca_topic_score_gemma":0.007785412,"domain_scores_codex":[0.996124,0.001170729,0.0003981647,0.0007276803,0.0006770553,0.0009024304],"domain_scores_gemma":[0.9975947,0.0007369619,0.0004457767,0.0004496218,0.0004458595,0.000327047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001383737,0.0007341229,0.20167,0.0003247495,0.00005729715,0.00001027991,0.6378134,0.003629598,0.005200684,0.08126497,0.05255046,0.01673052],"study_design_scores_gemma":[0.0001577074,0.0001208277,0.09316585,0.0002296075,0.00008209125,0.00003471338,0.02853804,0.0007240048,0.0006522664,0.004675978,0.8712044,0.00041447],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8524701,0.01398184,0.003056081,0.08544167,0.007209624,0.000410086,0.00002851269,0.0001307096,0.03727137],"genre_scores_gemma":[0.9380078,0.003978716,0.0142573,0.001015942,0.00094534,0.00004371611,0.0000178991,0.00002749758,0.04170573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.818654,"threshold_uncertainty_score":0.999922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08762883042507545,"score_gpt":0.3918288315456864,"score_spread":0.3042000011206109,"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."}}