{"id":"W3205479532","doi":"10.1080/15412555.2021.1990240","title":"One-Year Readmission Following Undifferentiated Acute Hypercapnic Respiratory Failure","year":2021,"lang":"en","type":"article","venue":"COPD Journal of Chronic Obstructive Pulmonary Disease","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Emergency department; Heart failure; Asthma; Cohort; Emergency medicine; Respiratory failure; Multivariate analysis; 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":[0.0006475559,0.0002736403,0.0004622437,0.001040086,0.0004827436,0.0006921168,0.0004101487,0.0003984151,0.001035171],"category_scores_gemma":[0.00350171,0.0002061434,0.0005158812,0.0006955668,0.0002847258,0.0004302438,0.0006484172,0.0005118169,0.0001552914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006138649,"about_ca_system_score_gemma":0.0004200041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003683437,"about_ca_topic_score_gemma":0.005055746,"domain_scores_codex":[0.9993715,0.0001516364,0.0001056358,0.00008976967,0.0001282704,0.0001531464],"domain_scores_gemma":[0.9974465,0.0003851655,0.001408062,0.0001017178,0.0001951656,0.0004634119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005804016,0.00001865398,0.9989032,0.000006897178,0.0000278196,0.0001996809,0.00003746675,0.00002546062,0.00002993384,0.000006082264,0.00004706098,0.0006397769],"study_design_scores_gemma":[0.000004648553,0.0001183293,0.9987848,0.000010317,0.00001288633,0.0006227756,0.0001674298,0.0001768727,0.0000342729,0.00001873394,0.00004460787,0.000004264386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995729,0.0001618682,0.00003124743,0.00001768488,0.000005339885,0.000004637095,0.0001141156,0.000002401347,0.00008971168],"genre_scores_gemma":[0.9996038,0.00007536235,0.00002734774,0.00001658717,0.00001005676,0.000003597175,0.0002290936,4.413687e-7,0.00003369407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003683437,"threshold_uncertainty_score":0.00732404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01888650792123609,"score_gpt":0.2735931981154563,"score_spread":0.2547066901942202,"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."}}