{"id":"W2423428391","doi":"","title":"Improving our practice reliability: Quality improvement and patient safety.","year":2016,"lang":"en","type":"letter","venue":"PubMed","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Compromise; Patient safety; Quality management; Reliability (semiconductor); Quality (philosophy); Health care; Medicine; Nursing; Medical emergency; Computer science; Family medicine; Data science; Business; Political science; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01611073,0.0007507897,0.0009807321,0.001257126,0.004874675,0.006970381,0.002621867,0.03142419,0.02001053],"category_scores_gemma":[0.1320188,0.0006860374,0.001093917,0.001169238,0.00818748,0.01357089,0.005927565,0.03906771,0.01613764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00733964,"about_ca_system_score_gemma":0.01766185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01124705,"about_ca_topic_score_gemma":0.01827431,"domain_scores_codex":[0.9753622,0.009231377,0.002275193,0.001642805,0.009741751,0.001746579],"domain_scores_gemma":[0.8730087,0.04833778,0.008845909,0.005935818,0.0448131,0.01905872],"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":[0.00001179441,0.0000262838,0.000661662,0.00008522435,0.00001190755,0.0001131072,0.0002105111,0.00003642066,0.00007317305,0.002729975,0.9586293,0.03741063],"study_design_scores_gemma":[0.00005856386,0.0001271539,0.00349873,0.001362361,0.00002561732,0.0009525432,0.001222901,0.0005055909,0.0002176924,0.02307808,0.968848,0.0001027444],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00008461251,0.001257408,0.0002559474,0.9916217,0.004089702,0.000006127977,0.0000140261,0.00004411449,0.002626301],"genre_scores_gemma":[0.006219566,0.002949904,0.001427092,0.9618613,0.02337474,0.00006170946,0.00005175518,0.00005445893,0.003999466],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03142419,"threshold_uncertainty_score":0.08520269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06305724209827199,"score_gpt":0.3740168489521426,"score_spread":0.3109596068538706,"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."}}