{"id":"W2328487081","doi":"10.1097/ccm.0000000000000671","title":"Development and Validation of Severe Hypoxemia Associated Risk Prediction Model in 1,000 Mechanically Ventilated Patients*","year":2014,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Saskatchewan Health Research Foundation; Mayo Clinic","keywords":"Medicine; Cohort; Hypoxemia; Logistic regression; Mechanical ventilation; Emergency medicine; Receiver operating characteristic; Respiratory failure; Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.007961554,0.0009754354,0.0008830627,0.001096635,0.000455366,0.001088084,0.001088725,0.0007549864,0.001093018],"category_scores_gemma":[0.01437846,0.0004840645,0.0008259038,0.0005690611,0.0002253504,0.0005109578,0.0007198025,0.00101285,0.0004791108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008371015,"about_ca_system_score_gemma":0.001635885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009241042,"about_ca_topic_score_gemma":0.004118049,"domain_scores_codex":[0.998843,0.0005815609,0.0001086656,0.00023088,0.0001567389,0.00007913729],"domain_scores_gemma":[0.9941955,0.003779104,0.0004415421,0.0003104611,0.00102675,0.000246598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007215398,0.0008189556,0.9261581,0.00003403864,0.0003018616,0.0002117677,0.0001228846,0.04121568,0.000435273,0.0001279345,0.001617863,0.02823414],"study_design_scores_gemma":[0.0001564688,0.0005105517,0.1375897,0.00004715884,0.0001448091,0.0001980233,0.0001275633,0.8597414,0.0006621752,0.0002835392,0.0005187584,0.00001990431],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863507,0.0001056019,0.01140433,0.0002662034,0.00003306785,0.0002501604,0.0009038323,0.0001643697,0.0005216809],"genre_scores_gemma":[0.9848845,0.00009315772,0.0123216,0.00005768639,0.00001887045,0.0002319097,0.002135504,0.00001444,0.0002422835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009241042,"threshold_uncertainty_score":0.04210526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.017950799288837,"score_gpt":0.2721677302270076,"score_spread":0.2542169309381706,"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."}}