{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000458189,0.000309255,0.000452263,0.0002187229,0.0003786368,0.00005952023,0.00009991598,0.000287593,0.00009795903],"category_scores_gemma":[0.000106751,0.0002623075,0.0001200826,0.0002110115,0.00006802607,0.000246069,0.00007434281,0.0002577546,0.00001651314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003098707,"about_ca_system_score_gemma":0.0002479531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002411972,"about_ca_topic_score_gemma":0.0005638736,"domain_scores_codex":[0.9979706,0.0001270174,0.0003949264,0.0006524476,0.000462802,0.0003922188],"domain_scores_gemma":[0.9984231,0.00007591213,0.000305848,0.0004721716,0.0004291355,0.000293841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003892137,0.00008673826,0.09864898,0.001413055,0.0005799438,0.0000985467,0.001766602,0.00004112348,0.7757459,0.003279359,0.003388762,0.1110589],"study_design_scores_gemma":[0.007980878,0.005073065,0.03922375,0.000455349,0.001398591,0.00002706017,0.0009123281,0.00006399212,0.7101281,0.0003943361,0.2336326,0.0007098985],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895321,0.0006665362,0.007936929,0.00007059712,0.0003203067,0.001135298,0.0000868834,0.0001424709,0.0001088858],"genre_scores_gemma":[0.9957924,0.00003007284,0.001697454,0.001207669,0.0005675312,0.0003406992,0.00008895231,0.00009097679,0.0001842552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2302439,"threshold_uncertainty_score":0.9999829,"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."}}