{"id":"W4294930433","doi":"10.1111/irv.13050","title":"Impact of respiratory viral infections on mortality and critical illness among hospitalized patients with chronic obstructive pulmonary disease","year":2022,"lang":"en","type":"article","venue":"Influenza and Other Respiratory Viruses","topic":"Respiratory viral infections research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Nova Scotia Health Authority; Dalhousie University; University of Ottawa","funders":"Canadian Institutes of Health Research; Public Health Agency of Canada","keywords":"Medicine; COPD; Intensive care unit; Mechanical ventilation; Internal medicine; Intensive care medicine; Respiratory system; Cohort study; Cohort; Prospective cohort study; Emergency medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.000364758,0.000375616,0.000502027,0.0005205509,0.0006405202,0.0000582453,0.000128347,0.000101269,0.000423639],"category_scores_gemma":[0.0004355891,0.0002998256,0.0001642618,0.0005081221,0.001325983,0.000398605,0.0002050265,0.0005876914,0.000006056156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004542595,"about_ca_system_score_gemma":0.0005171453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005247598,"about_ca_topic_score_gemma":0.00003411061,"domain_scores_codex":[0.9971347,0.0004908182,0.0005488344,0.0006294157,0.0007547397,0.0004415158],"domain_scores_gemma":[0.9982054,0.000208147,0.0001929007,0.0006422715,0.0002470018,0.0005043346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002069572,0.001007532,0.9938623,0.000149176,0.0002260534,0.00006616334,0.0001092427,0.0001784088,0.0006912253,0.0003870305,0.00003633572,0.001217006],"study_design_scores_gemma":[0.002346771,0.005846995,0.9663911,0.00007757363,0.0001448315,0.000004348561,0.00003839207,0.00001869532,0.0002405886,0.0001225017,0.02442592,0.0003423225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968379,0.0009359355,0.000006799177,0.000002401246,0.00008500115,0.001023538,0.0003721549,0.00009075697,0.0006455373],"genre_scores_gemma":[0.9946203,9.931596e-7,0.000004835219,0.004807387,0.0001040979,0.000375075,0.00000149999,0.00008113857,0.000004646315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02747119,"threshold_uncertainty_score":0.9999454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07450706066380244,"score_gpt":0.4059781759651847,"score_spread":0.3314711153013823,"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."}}