{"id":"W2136002878","doi":"10.2196/resprot.3623","title":"Optimizing Inter-Professional Communications in Surgery: Protocol for a Mixed-Methods Exploratory Study","year":2015,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto; Sunnybrook Hospital; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Workflow; Patient safety; Medicine; Nursing; Teamwork; Medical education; Health care; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01085691,0.0002040118,0.0005485853,0.0006474033,0.0002535969,0.00008471961,0.0006075175,0.0001427981,0.00008914632],"category_scores_gemma":[0.003258012,0.0001489724,0.0001398011,0.0008928562,0.0002139186,0.0002644277,0.0009760423,0.001000866,0.00004354858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003226056,"about_ca_system_score_gemma":0.001805442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001689686,"about_ca_topic_score_gemma":0.00005125386,"domain_scores_codex":[0.9951286,0.00231516,0.0007022012,0.000436093,0.000750162,0.0006678064],"domain_scores_gemma":[0.9951441,0.001818644,0.000114129,0.001418136,0.0008910022,0.0006139789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.011315,0.04002665,0.3964537,0.003405284,0.0001440689,0.0001932743,0.02467982,0.000004682385,0.001854689,0.00105898,0.344165,0.1766988],"study_design_scores_gemma":[0.01350008,0.005639123,0.0133506,0.006954531,0.000003954303,0.000009359842,0.02508373,0.0006562187,0.001633668,0.001189548,0.9316218,0.0003573101],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001403277,0.000001952258,0.0003466592,0.002163563,0.00001661888,0.9951996,0.000004915117,0.00008107006,0.0007823075],"genre_scores_gemma":[0.002082839,7.698225e-8,0.03391331,0.00007533417,0.00008917257,0.9623587,0.00001082156,0.00005165009,0.001418116],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.5874569,"threshold_uncertainty_score":0.6074916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5933967320715177,"score_gpt":0.6718318084786933,"score_spread":0.07843507640717562,"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."}}