{"id":"W2165175328","doi":"10.4187/respcare.02693","title":"Identifying Cancer Subjects With Acute Respiratory Failure at High Risk for Intubation and Mechanical Ventilation","year":2014,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Medicine; Mechanical ventilation; Ventilation (architecture); Intubation; Intensive care unit; Hypoxemia; Respiratory failure; Intensive care; Anesthesia; Internal medicine; Intensive care medicine","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":[0.001064517,0.0002807008,0.0007149915,0.0005429105,0.000335971,0.0004156271,0.0002041015,0.0006461195,0.001289759],"category_scores_gemma":[0.003150576,0.0001617661,0.0006581621,0.0005254698,0.0002536981,0.000294893,0.0003064469,0.0003991557,0.0001070618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002289289,"about_ca_system_score_gemma":0.0006211163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001017298,"about_ca_topic_score_gemma":0.001380808,"domain_scores_codex":[0.9993178,0.0003405603,0.00006739947,0.000112719,0.0000722611,0.00008921267],"domain_scores_gemma":[0.9978021,0.0008916649,0.0008417809,0.00006279125,0.0001110366,0.0002906735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001466304,0.000135226,0.9951563,0.00004734867,0.00007825049,0.00004574242,0.00002096179,0.00005152433,0.0003170354,0.000009298029,0.00005903498,0.002612932],"study_design_scores_gemma":[0.0002217715,0.00119177,0.9975683,0.00001832421,0.0001601565,0.0001906366,0.00005934032,0.0002492735,0.0001374615,0.0000242244,0.00017387,0.000004739651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987055,0.000842205,0.0001135666,0.00005626736,0.000008907519,0.0000400148,0.0000660771,0.000002496131,0.0001649228],"genre_scores_gemma":[0.9994621,0.0001193215,0.0001654184,0.00004868759,0.00003231123,0.00002708795,0.0001090146,5.272759e-7,0.00003556866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001289759,"threshold_uncertainty_score":0.005629838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02050084809599642,"score_gpt":0.2915417979822874,"score_spread":0.271040949886291,"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."}}