{"id":"W2922425027","doi":"10.2196/13447","title":"Increasing Completion Rate and Benefits of Checklists: Prospective Evaluation of Surgical Safety Checklists With Smart Glasses","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Checklist; Patient safety; Medicine; Medical physics; Computer science; Psychology; Health care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004725961,0.0001736942,0.0005550136,0.0001469602,0.0003642355,0.000001356503,0.00006724925,0.0001772153,0.00009806961],"category_scores_gemma":[0.0001888473,0.0001384094,0.0000235037,0.0003018683,0.0001714848,0.0001655764,0.00004519604,0.0003885575,0.00000849215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002429022,"about_ca_system_score_gemma":0.001293576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007790884,"about_ca_topic_score_gemma":0.0002778072,"domain_scores_codex":[0.996455,0.001269221,0.0008838257,0.0003700547,0.0006001415,0.0004217496],"domain_scores_gemma":[0.9969947,0.0006163473,0.001092713,0.0002508362,0.0007131211,0.0003323225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002984616,0.0001925545,0.9757447,0.00434122,0.00002410678,3.372164e-7,0.005360631,0.00006076565,0.00005052113,0.008721097,0.000077086,0.002442376],"study_design_scores_gemma":[0.00510565,0.0005495556,0.9886272,0.0008330037,0.00007902674,0.00001081931,0.001469962,0.0008283828,0.00002140322,0.0001589119,0.002196743,0.0001193406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911462,0.0007379499,0.00004274165,0.0017068,0.0001863969,0.002596902,0.00008999037,0.00003129889,0.003461725],"genre_scores_gemma":[0.9980897,0.0009813537,0.0002558452,0.0002199415,0.00007505252,0.0001208817,0.0001598853,0.0000177765,0.00007950477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01288251,"threshold_uncertainty_score":0.5644172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08988538032530863,"score_gpt":0.4281067566544139,"score_spread":0.3382213763291053,"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."}}