{"id":"W2346747777","doi":"10.1155/2016/8715024","title":"The Role of Open Lung Biopsy in Critically Ill Patients with Hypoxic Respiratory Failure: A Retrospective Cohort Study","year":2016,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"McGill University","keywords":"Medicine; Retrospective cohort study; Biopsy; Cohort; Lung biopsy; Respiratory failure; Lung; Etiology; Cohort study; Surgery; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002124117,0.0003232245,0.0006492052,0.0005994079,0.0004435648,0.0001655183,0.0007513487,0.0001674609,0.0003637468],"category_scores_gemma":[0.001303965,0.0001804338,0.0001112345,0.0005486771,0.0002840306,0.0004491658,0.00009807107,0.0005800916,0.00002153547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001300454,"about_ca_system_score_gemma":0.003814718,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001292176,"about_ca_topic_score_gemma":0.0453054,"domain_scores_codex":[0.9965605,0.0003561795,0.0008867551,0.000492321,0.0008582509,0.0008459642],"domain_scores_gemma":[0.9949569,0.0001067145,0.0003234947,0.0007709216,0.002534306,0.001307686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003880688,0.0001959269,0.9886668,0.000006332056,0.0001619895,0.0005723035,0.0001361669,1.647117e-7,0.002446211,0.0005751741,0.001311768,0.005539062],"study_design_scores_gemma":[0.004806528,0.002060806,0.9238534,0.0002042963,0.00009915033,0.00004990998,0.001252143,8.704995e-7,0.0007893805,0.000330441,0.06629039,0.0002626679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936177,0.0003851449,0.0000287665,0.0005130051,0.0002055477,0.002068751,0.00004441245,0.0000137107,0.00312293],"genre_scores_gemma":[0.9962544,0.000004819955,0.0001051404,0.003134381,0.0001641286,0.00009577624,0.000001252684,0.00006756806,0.0001725214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06497863,"threshold_uncertainty_score":0.9721153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01077254982847829,"score_gpt":0.2563587618932621,"score_spread":0.2455862120647838,"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."}}