{"id":"W2019634862","doi":"10.1007/s10877-012-9370-0","title":"Evaluation of an integrated intensive care unit monitoring display by critical care fellow physicians","year":2012,"lang":"en","type":"article","venue":"Journal of Clinical Monitoring and Computing","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Government of Canada; Foreign Affairs and International Trade Canada; University of Utah","keywords":"Generalizability theory; Workload; Medicine; Intensive care unit; Intensive care; Task (project management); Test (biology); Anesthesiology; Medical emergency; Identification (biology); Medical physics; Emergency medicine; Psychology; Intensive care medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.002704725,0.0001847977,0.0007169651,0.0001382333,0.0001653556,0.00001755189,0.0001287009,0.0003143929,0.000001355545],"category_scores_gemma":[0.004801096,0.0001570484,0.0001684368,0.0002027376,0.0001601517,0.0002410267,0.00005992787,0.001287013,8.285477e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001170372,"about_ca_system_score_gemma":0.0002094088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003256065,"about_ca_topic_score_gemma":4.238697e-7,"domain_scores_codex":[0.996857,0.000555857,0.001259011,0.0001945782,0.0007740951,0.0003594685],"domain_scores_gemma":[0.9924629,0.0008707535,0.0006026513,0.0002089553,0.005514688,0.0003400672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009534765,0.00009656979,0.6297199,0.0001364677,0.00006404351,0.000006852612,0.003274669,0.00003065568,0.000496562,0.000004288506,0.000004658937,0.36607],"study_design_scores_gemma":[0.003499096,0.003818248,0.7796497,0.006513128,0.001519499,0.0001430824,0.1715662,0.00150176,0.03100437,0.00003372895,0.000408729,0.0003425028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875422,0.006777097,0.0002885789,0.0001531218,0.005009906,0.000143638,0.00000366925,0.00003587427,0.0000459498],"genre_scores_gemma":[0.9930261,0.00009771762,0.002971554,0.00002424592,0.003848886,0.00000149376,0.000004423775,0.00002311608,0.000002410785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3657275,"threshold_uncertainty_score":0.6404248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.184811909936854,"score_gpt":0.5066515934083198,"score_spread":0.3218396834714657,"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."}}