{"id":"W2962732533","doi":"10.2196/13559","title":"Development and Implementation of the Portable Operating Room Tracker App With Vital Signs Streaming Infrastructure: Operational Feasibility Study","year":2019,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; Kelowna General Hospital; University of British Columbia","funders":"","keywords":"Workflow; Computer science; Workload; Vital signs; Situation awareness; Data collection; Operating system; Database; Engineering; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006603959,0.0009143858,0.00046205,0.0006280279,0.0005853709,0.001564656,0.001951664,0.001094401,0.004013025],"category_scores_gemma":[0.01120876,0.0004896111,0.0005925233,0.0002289594,0.0007878896,0.001722345,0.001511961,0.001158197,0.001428629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005932802,"about_ca_system_score_gemma":0.003195699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001985141,"about_ca_topic_score_gemma":0.002231621,"domain_scores_codex":[0.9966645,0.0009540846,0.0003532011,0.0003791831,0.00113296,0.0005160706],"domain_scores_gemma":[0.9945885,0.001671718,0.0003087334,0.0004457346,0.002160259,0.0008250394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006254843,0.04592368,0.1003432,0.005235612,0.0003304954,0.008309971,0.01362411,0.005957267,0.1491605,0.002674317,0.01979162,0.6423944],"study_design_scores_gemma":[0.006526234,0.2666743,0.3005668,0.003093917,0.001496708,0.01113228,0.01768518,0.07504632,0.1893808,0.002518724,0.1250943,0.0007844272],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.911686,0.0002426344,0.04981443,0.0008304656,0.0001726805,0.02878056,0.0007723381,0.002093149,0.005607753],"genre_scores_gemma":[0.79965,0.000482539,0.1724346,0.001090327,0.00009803739,0.01919066,0.001514433,0.0003351812,0.005204353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006603959,"threshold_uncertainty_score":0.03492546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02578312532911021,"score_gpt":0.3519024814321101,"score_spread":0.3261193561029999,"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."}}