{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001108264,0.00006475123,0.0002785367,0.00006612398,0.00001538547,4.873552e-7,0.00003050203,0.0001104851,0.000006282533],"category_scores_gemma":[0.0003432465,0.00004637366,0.00003099284,0.00004338241,0.00004221068,0.00004605711,0.0000132107,0.00001947567,2.307828e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001407487,"about_ca_system_score_gemma":0.00009369289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001149199,"about_ca_topic_score_gemma":0.00001488709,"domain_scores_codex":[0.999121,0.00008700435,0.0004444651,0.0001440881,0.0001177546,0.00008569029],"domain_scores_gemma":[0.9991293,0.0001227052,0.0002713839,0.0001180895,0.000322991,0.00003550663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006868092,0.0001509046,0.9080708,0.0001532851,0.0000344056,1.846025e-7,0.0001488068,0.000005971897,0.07655001,0.0001148224,0.00001519681,0.01406881],"study_design_scores_gemma":[0.0008229088,0.0006381563,0.8093445,0.00005937218,0.00002822667,7.867404e-7,0.000005448911,0.000469927,0.1883076,0.000249066,0.00004009974,0.00003385565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820406,0.000006803875,0.01756067,0.000006521065,0.00004889725,0.0002942756,0.00002737142,0.000006560872,0.00000824892],"genre_scores_gemma":[0.9955424,0.000008276498,0.004252949,0.000009777985,0.000005962156,0.00001274053,0.0001389222,0.000007022132,0.00002194825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1117576,"threshold_uncertainty_score":0.1891063,"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."}}