{"id":"W6983872113","doi":"","title":"Qualification","year":2016,"lang":"fr","type":"book-chapter","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Quality (philosophy); Process (computing); Work (physics); Focus (optics); Product (mathematics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002481725,0.0007381563,0.001000805,0.001616913,0.005070185,0.006162625,0.001655867,0.003725336,0.4642194],"category_scores_gemma":[0.006712178,0.0003749884,0.0006939116,0.001313409,0.001743799,0.00595165,0.004409577,0.004330147,0.2891378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004832012,"about_ca_system_score_gemma":0.005806817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01365673,"about_ca_topic_score_gemma":0.01688233,"domain_scores_codex":[0.9977608,0.000307536,0.00008660241,0.0005606468,0.0008553826,0.0004289639],"domain_scores_gemma":[0.9970313,0.0002640657,0.00007483087,0.0003348861,0.001951959,0.0003428532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003048565,0.00002372821,0.0001352922,0.0000985712,0.000001620753,0.00005438207,0.0006410315,0.00002674127,0.0002482789,0.1767976,0.7792176,0.0427248],"study_design_scores_gemma":[0.000002581761,0.000004550089,0.0001391514,0.00005661412,8.143635e-7,0.00002202695,0.0001476012,0.00001453007,0.00005404269,0.004105799,0.9954498,0.00000242225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003065336,0.0004656985,0.0006201561,0.003883879,0.002049056,0.00004339154,0.0003400337,0.0001052392,0.992186],"genre_scores_gemma":[0.002874925,0.0002526573,0.0001924913,0.001242168,0.0003421778,0.00004623833,0.0002791402,0.0001102966,0.9946598],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4642194,"threshold_uncertainty_score":0.7642261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02656493236869249,"score_gpt":0.2425916168992236,"score_spread":0.2160266845305311,"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."}}