{"id":"W2914866092","doi":"10.2196/13226","title":"A Digital Cognitive Aid for Anesthesia to Support Intraoperative Crisis Management: Results of the User-Centered Design Process","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognition; German; Process (computing); Medicine; Patient safety; Set (abstract data type); Anesthesiology; Medical emergency; Computer science; Anesthesia; Psychiatry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01725134,0.001333392,0.0005628381,0.001778887,0.0008332351,0.002647433,0.001091891,0.001057635,0.001914544],"category_scores_gemma":[0.02408206,0.000494903,0.001152797,0.000802945,0.001052279,0.001645945,0.001393553,0.0007159069,0.0004627454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001116689,"about_ca_system_score_gemma":0.002155351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001021937,"about_ca_topic_score_gemma":0.0009373972,"domain_scores_codex":[0.9872492,0.008824688,0.0007509259,0.0006611649,0.002221521,0.0002925259],"domain_scores_gemma":[0.97931,0.01414736,0.0006604387,0.001374051,0.003986088,0.0005220782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001348172,0.003269606,0.01510378,0.005575004,0.0002380285,0.000893109,0.07573305,0.0100741,0.064628,0.008654831,0.003185356,0.811297],"study_design_scores_gemma":[0.005205327,0.05498078,0.1488754,0.008368678,0.003784274,0.005953362,0.06905584,0.1558982,0.2540593,0.01873161,0.2736076,0.001479629],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6399203,0.001407983,0.3400417,0.0004909085,0.0001167392,0.006090162,0.0002460128,0.0009156858,0.01077063],"genre_scores_gemma":[0.3718631,0.0009132565,0.6197504,0.0001549372,0.00002783737,0.003138625,0.000268205,0.0001910094,0.003692551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01725134,"threshold_uncertainty_score":0.09123492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07594482949202921,"score_gpt":0.3975029286581502,"score_spread":0.321558099166121,"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."}}