{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008694855,0.002205842,0.001249787,0.006635755,0.003014366,0.01221606,0.00185873,0.005942452,0.02065843],"category_scores_gemma":[0.0758381,0.000777855,0.001471208,0.003404377,0.004636309,0.00824057,0.002838206,0.006428221,0.004064666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008877596,"about_ca_system_score_gemma":0.005152933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05590445,"about_ca_topic_score_gemma":0.02114652,"domain_scores_codex":[0.9826371,0.007821768,0.0009471793,0.001734864,0.005926031,0.0009329683],"domain_scores_gemma":[0.9706318,0.02068594,0.001969184,0.001166193,0.003970584,0.001576203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003480803,0.001136761,0.08541939,0.001304357,0.0003561134,0.00447614,0.01243101,0.0156292,0.0127069,0.3655106,0.02346283,0.4740859],"study_design_scores_gemma":[0.001348339,0.001884232,0.1583786,0.002918016,0.0002508431,0.01513911,0.01892519,0.1099963,0.0464191,0.1420931,0.5018543,0.0007929507],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4422747,0.009608407,0.264516,0.03218616,0.003670928,0.0004815531,0.002856722,0.004123471,0.240282],"genre_scores_gemma":[0.8271341,0.002649806,0.09288448,0.001250035,0.001181921,0.0006399009,0.00119674,0.0006497251,0.07241329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05590445,"threshold_uncertainty_score":0.1111581,"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."}}