{"id":"W6891639182","doi":"10.4224/40000421","title":"Systèmes d'aide à l'apprentissage et au rendement : le dossier personnel d'apprentisage : livre blanc-études sur utilisateurs","year":2015,"lang":"fr","type":"report","venue":"National Research Council Canada (Government of Canada)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Information scientist; Center (category theory); Inspector general","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow"],"category_scores_codex":[0.203675,0.00216905,0.002737811,0.0005127928,0.001862534,0.0005159086,0.003549242,0.001075279,0.002423662],"category_scores_gemma":[0.2406073,0.002490705,0.0005320429,0.002611622,0.001452747,0.0009327437,0.001722788,0.004138615,0.00001147274],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.8267826,"about_ca_system_score_gemma":0.9642367,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9918975,"about_ca_topic_score_gemma":0.9999017,"domain_scores_codex":[0.4350322,0.002396055,0.002834436,0.002473687,0.553371,0.003892566],"domain_scores_gemma":[0.6722612,0.004317797,0.002952123,0.002350929,0.3143222,0.003795796],"domain_codex":"evaluation","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008457056,0.001052798,0.0008409256,0.003264864,0.002671725,0.001615699,0.000772677,0.00263098,0.00125017,0.01586849,0.9661285,0.003057448],"study_design_scores_gemma":[0.002846661,0.0003379773,0.006808,0.00280473,0.0003224118,0.0001943087,0.01547359,0.002383617,0.001048496,0.0002965594,0.9655366,0.001947053],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00866021,0.01515425,0.00002110251,0.005182324,0.004237093,0.002971564,0.02779792,0.00006631056,0.9359092],"genre_scores_gemma":[0.8908241,0.001557591,0.0001889687,0.0002349128,0.001288535,0.0006315763,0.0002004086,0.0006004619,0.1044735],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8821639,"threshold_uncertainty_score":0.9994369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2558501223865615,"score_gpt":0.3162448311237907,"score_spread":0.06039470873722924,"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."}}