{"id":"W2523695230","doi":"10.1097/01.sa.0000490909.07423.1b","title":"Development and Validation of a Mortality Prediction Model for Patients Receiving 14 Days of Mechanical Ventilation","year":2016,"lang":"en","type":"article","venue":"Survey of Anesthesiology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Mechanical ventilation; Intensive care unit; Ventilation (architecture); Intensive care medicine; Mortality rate; Emergency medicine; Internal medicine; Mechanical engineering","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":[0.005768574,0.001039932,0.000808908,0.001181265,0.0005183682,0.001326887,0.001025707,0.0009016483,0.001273552],"category_scores_gemma":[0.007967412,0.0003693825,0.0008053086,0.0004933745,0.000242633,0.0005117909,0.0007131698,0.001061757,0.0006783411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008583148,"about_ca_system_score_gemma":0.002065778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01321148,"about_ca_topic_score_gemma":0.006220517,"domain_scores_codex":[0.9992319,0.0003088276,0.00009294076,0.0001594741,0.0001360014,0.00007078535],"domain_scores_gemma":[0.9963314,0.002009354,0.0002054239,0.0001494039,0.001125369,0.0001790798],"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":[0.002600035,0.003806503,0.3968233,0.0001730494,0.0009609073,0.0004848808,0.0002500766,0.3546222,0.008008378,0.000844667,0.00969527,0.2217307],"study_design_scores_gemma":[0.00007029861,0.00029623,0.01780738,0.00002174288,0.00008262034,0.00004878284,0.0000406006,0.9798291,0.001193019,0.0002289774,0.0003675342,0.00001381722],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8253724,0.0003239263,0.1663743,0.0009409238,0.0002377143,0.0009013585,0.002365669,0.001381388,0.002102311],"genre_scores_gemma":[0.9444799,0.0001280914,0.05117858,0.0001139197,0.00004719659,0.0004558507,0.002833761,0.00004151443,0.0007211058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01321148,"threshold_uncertainty_score":0.03050745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07690824950912585,"score_gpt":0.302331709295251,"score_spread":0.2254234597861252,"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."}}