{"id":"W3138949985","doi":"10.18162/fp.2021.a224","title":"Vers le diagnostic numérique d’un programme d’études","year":2021,"lang":"fr","type":"article","venue":"Formation et profession","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007575501,0.0001829718,0.0001906845,0.0000757166,0.0003776787,0.0003456024,0.0002978888,0.0002116152,0.00007671811],"category_scores_gemma":[0.0009529564,0.0001797951,0.0001060353,0.000586383,0.00004977074,0.002110025,0.0003105957,0.0005719791,0.0003328137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009856497,"about_ca_system_score_gemma":0.0008781214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005148854,"about_ca_topic_score_gemma":0.00005637136,"domain_scores_codex":[0.9978516,0.0006563796,0.0004034604,0.0002893889,0.0003685696,0.0004306134],"domain_scores_gemma":[0.9985612,0.0002949022,0.0002426831,0.0003842747,0.0003677471,0.0001491751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007115972,0.001035564,0.0007914029,0.0006960126,0.00004013595,0.0001509572,0.03178121,0.002322149,0.0004334711,0.6562105,0.005188259,0.3013433],"study_design_scores_gemma":[0.001777608,0.0003016771,0.003241135,0.003205564,0.00003688073,0.0002195377,0.01773891,0.5570083,0.0094026,0.02169983,0.3846279,0.0007400934],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1207032,0.003363945,0.4558683,0.4062088,0.004547274,0.0004960581,0.00001475257,0.0004549593,0.008342741],"genre_scores_gemma":[0.9658836,0.0005414309,0.01908481,0.001042075,0.0001960863,0.00002356207,0.0001531941,0.00001776051,0.0130575],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8451804,"threshold_uncertainty_score":0.733183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02584064495019744,"score_gpt":0.3047671638438454,"score_spread":0.278926518893648,"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."}}