{"id":"W4249684279","doi":"10.1007/978-3-662-53120-4_300328","title":"Improvement","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Health and Medical Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.002193461,0.0006372231,0.0003515065,0.001385881,0.002016863,0.004469835,0.001291565,0.001788158,0.1264408],"category_scores_gemma":[0.00409285,0.0002480243,0.0004325354,0.001242298,0.002169476,0.004134793,0.003236593,0.002650439,0.03787716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003464851,"about_ca_system_score_gemma":0.007007398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008489087,"about_ca_topic_score_gemma":0.01292537,"domain_scores_codex":[0.997705,0.0005298718,0.00006029174,0.0003836144,0.001013939,0.000307252],"domain_scores_gemma":[0.9987413,0.0002164442,0.00007201955,0.0002899903,0.0005143501,0.0001658641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001598313,0.00009871394,0.0003320241,0.0001444692,0.000004926395,0.00003550812,0.0008691649,0.0003214758,0.0003653623,0.4137235,0.3579413,0.2261475],"study_design_scores_gemma":[0.00000467115,0.0000167725,0.0004382867,0.0001088066,0.000003144459,0.00003130457,0.0003562439,0.0001644879,0.0001720985,0.02792438,0.9707761,0.00000383335],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006420384,0.0007869094,0.002904071,0.00620005,0.0006063652,0.00007262015,0.0000683855,0.0001535275,0.9885661],"genre_scores_gemma":[0.02287471,0.00175277,0.003846937,0.003753615,0.0003998922,0.0001060052,0.0001607118,0.0001068247,0.9669985],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1264408,"threshold_uncertainty_score":0.4229867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1186007747513051,"score_gpt":0.4575461676236466,"score_spread":0.3389453928723415,"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."}}