{"id":"W7133443063","doi":"","title":"Ce que disent les étudiants au sujet des enseignements : analyse textuelle des commentaires","year":2014,"lang":"fr","type":"article","venue":"ORBi UMONS","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Research methodology; Speech communication; Context (archaeology)","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003332814,0.0003096235,0.0003448066,0.0001339413,0.003946922,0.0002627205,0.0005813779,0.0001663526,0.002735272],"category_scores_gemma":[0.002307909,0.0003159354,0.0001896992,0.0005455549,0.001989909,0.001188417,0.0002158457,0.0003343576,0.0007949595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000914701,"about_ca_system_score_gemma":0.0004135572,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1074857,"about_ca_topic_score_gemma":0.1653119,"domain_scores_codex":[0.9945323,0.002913574,0.0004800483,0.0004761142,0.0008073575,0.0007906204],"domain_scores_gemma":[0.997269,0.001317938,0.0004191094,0.0004277889,0.0001733096,0.0003928666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002526773,0.001041556,0.7198914,0.0001126141,0.0002823427,0.00001084596,0.05507889,0.0002134004,0.0002489091,0.0175512,0.03303271,0.1725109],"study_design_scores_gemma":[0.001163687,0.0003374406,0.492753,0.0005689657,0.0008345136,0.000007186852,0.07256413,0.001630649,0.0005481715,0.01571146,0.4129871,0.000893732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8849506,0.00253732,0.001255331,0.04338191,0.0009809898,0.000350079,0.00004547777,0.0001135159,0.06638474],"genre_scores_gemma":[0.9848953,0.001846738,0.002998183,0.0004279068,0.0004687757,0.00003031509,0.00002016812,0.00003524411,0.00927732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3799543,"threshold_uncertainty_score":0.999983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1302718984813749,"score_gpt":0.4103442096544173,"score_spread":0.2800723111730423,"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."}}