{"id":"W4233283225","doi":"10.1164/ajrccm-conference.2021.203.1_meetingabstracts.a1559","title":"Characteristics and Resource Utilization of High-Cost Users in the Intensive Care Unit: A Population-Based Cohort Study","year":2021,"lang":"en","type":"article","venue":"","topic":"Global Health Care Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Unit (ring theory); Resource (disambiguation); Cohort; Intensive care unit; Population; Computer science; Business; Medicine; Environmental health; Intensive care medicine; Computer network; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0005967197,0.0003657214,0.0005000968,0.000864724,0.0009180055,0.001325803,0.0006303234,0.0009978594,0.002014681],"category_scores_gemma":[0.00170773,0.0006307116,0.001098485,0.001785378,0.0003388106,0.001064466,0.0006216203,0.001175076,0.0003875537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005659944,"about_ca_system_score_gemma":0.0005723734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0253058,"about_ca_topic_score_gemma":0.02323624,"domain_scores_codex":[0.9993881,0.0001274128,0.00005974064,0.0001505347,0.00008616412,0.000188056],"domain_scores_gemma":[0.9988524,0.0001361392,0.0003921517,0.0001292441,0.0001387192,0.000351464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007384265,0.00009175626,0.9991845,0.000003303699,0.00007901606,0.00005148926,0.00009342556,0.00001425546,0.0001126827,0.000009778098,0.00007226842,0.0002136726],"study_design_scores_gemma":[0.000003895834,0.00006297796,0.9992679,0.000002886578,0.00002192855,0.00007084875,0.0004240202,0.00007352962,0.00001155122,0.00001004865,0.00004605699,0.00000430224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993243,0.00007117981,0.00003116253,0.00002635658,0.000005311089,0.000007116464,0.0003508861,0.000001297169,0.0001823279],"genre_scores_gemma":[0.9993725,0.00006181535,0.00002791462,0.00003489678,0.000006572066,0.000009100807,0.0003232539,0.000002078941,0.0001617638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0253058,"threshold_uncertainty_score":0.05031705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08807590075254759,"score_gpt":0.4396621384503312,"score_spread":0.3515862376977836,"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."}}