{"id":"W2060425993","doi":"10.7812/tpp/13-071","title":"Highly Reliable Procedural Teams: The Journey to Spread the Universal Protocol in Diagnostic Imaging","year":2014,"lang":"en","type":"review","venue":"The Permanente Journal","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kimberly-Clark (Canada)","funders":"Kaiser Permanente","keywords":"Medicine; Patient safety; Teamwork; Audit; Protocol (science); Workflow; Modalities; Mammography; SAFER; Baseline (sea); Health care; Medical physics; Computer science; Pathology; Computer security; Alternative medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004865151,0.0004140205,0.0008391485,0.0002266831,0.002443212,0.00002419438,0.001823287,0.0001863259,0.0003248746],"category_scores_gemma":[0.00252888,0.0001625741,0.0003224569,0.0005419393,0.0001872988,0.0001671743,0.0003479471,0.004941951,0.001080616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007212644,"about_ca_system_score_gemma":0.002084228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001056671,"about_ca_topic_score_gemma":0.0001076278,"domain_scores_codex":[0.9940539,0.002554878,0.001552677,0.000276564,0.0006899747,0.0008720048],"domain_scores_gemma":[0.9936891,0.003282935,0.001796377,0.0007442002,0.0001967042,0.0002906689],"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":[0.0001736055,0.0002467465,0.001410126,0.009937528,0.0002235153,0.00008277916,0.02392944,0.0003025798,8.343093e-7,0.0008383163,0.7816935,0.181161],"study_design_scores_gemma":[0.0005639609,0.00004383648,0.0002580587,0.02634737,0.000258282,0.0002763293,0.002174955,0.00006385797,5.280641e-8,0.0000897952,0.9697285,0.0001949467],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006384325,0.547746,0.0007080968,0.1725843,0.005235574,0.260166,0.00006539204,0.0001492244,0.01328156],"genre_scores_gemma":[0.0001937539,0.9196533,0.00004141445,0.007612079,0.002886926,0.06113181,0.00003264118,0.0001111825,0.008336864],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3719073,"threshold_uncertainty_score":0.9996971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07366011624044419,"score_gpt":0.44729408270445,"score_spread":0.3736339664640058,"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."}}