{"id":"W3022494397","doi":"10.2196/16036","title":"Comparison of the Effects of Automated and Manual Record Keeping on Anesthetists’ Monitoring Performance: Randomized Controlled Simulation Study","year":2020,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workload; Medicine; Vigilance (psychology); Randomized controlled trial; Anesthesiology; Nurse anesthetist; Fidelity; Medical emergency; Anesthesia; Emergency medicine; Computer science; Psychology; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01495093,0.00191375,0.003604146,0.001194893,0.0007859112,0.001335797,0.002098582,0.002343299,0.006148783],"category_scores_gemma":[0.02177165,0.00121082,0.00280523,0.0008140912,0.002214492,0.0015347,0.001140644,0.002189513,0.0005244701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002216956,"about_ca_system_score_gemma":0.005017642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001576879,"about_ca_topic_score_gemma":0.001923028,"domain_scores_codex":[0.9807413,0.01291543,0.002132525,0.001643604,0.00147007,0.001097121],"domain_scores_gemma":[0.9740987,0.01446934,0.005306973,0.002164224,0.001687786,0.002272945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8216539,0.1519638,0.001505998,0.001381824,0.001378369,0.00004389565,0.0002533828,0.001598981,0.002171542,0.0002020602,0.0002720914,0.01757427],"study_design_scores_gemma":[0.5155985,0.4780266,0.002094535,0.00009889549,0.0007738226,0.00001397031,0.00007957919,0.001659442,0.001085724,0.0001457351,0.0003850546,0.00003813619],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575926,0.0007083935,0.002727165,0.0001626445,0.0004190429,0.03717156,0.0003412701,0.00009440239,0.0007829215],"genre_scores_gemma":[0.9119266,0.0007935987,0.01132545,0.0003437418,0.0003387762,0.0740592,0.0002724717,0.00001922779,0.0009209893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01495093,"threshold_uncertainty_score":0.07906902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05071368120514614,"score_gpt":0.4000795460200567,"score_spread":0.3493658648149106,"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."}}