{"id":"W3037451006","doi":"10.1016/j.chest.2020.05.350","title":"PATIENTS WITH SEVERE COPD WHO HAVE FREQUENT READMISSIONS HAVE HIGH MORTALITY RATES AND MAY NOT RESPOND TO STANDARD PATHWAYS","year":2020,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York Central Hospital","funders":"","keywords":"Medicine; COPD; Mortality rate; Clinical pathway; Emergency medicine; Internal medicine; Hospital readmission; 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":[0.0005974669,0.0002329832,0.0005462195,0.0004514699,0.0009085806,0.001396693,0.0003297535,0.0006754649,0.006540266],"category_scores_gemma":[0.004885899,0.000127792,0.0006209346,0.0008314482,0.000200089,0.0007937726,0.0006242153,0.0008886779,0.0009182781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006801105,"about_ca_system_score_gemma":0.001428978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003257787,"about_ca_topic_score_gemma":0.008978638,"domain_scores_codex":[0.9990597,0.0002043496,0.0001432041,0.00009326835,0.0002526993,0.000246749],"domain_scores_gemma":[0.9964307,0.0007438626,0.001423853,0.0001038987,0.0004702215,0.0008274966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001831698,0.0003346578,0.9453562,0.0002191657,0.0001835893,0.0005046175,0.0002582507,0.0002370391,0.000506873,0.0004030681,0.006717805,0.04509552],"study_design_scores_gemma":[0.00005600928,0.0003795393,0.9870651,0.0002494364,0.0001151924,0.001758502,0.001609047,0.0004759994,0.0002483699,0.001211454,0.006812469,0.00001885541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9552005,0.005565708,0.001055409,0.01015334,0.0004413357,0.0001494351,0.001356382,0.0001034014,0.02597445],"genre_scores_gemma":[0.9918045,0.001552652,0.000871221,0.002932375,0.0002601298,0.0000640269,0.0008959526,0.00001945082,0.001599724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006540266,"threshold_uncertainty_score":0.02187937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04087822688952871,"score_gpt":0.3105354579867429,"score_spread":0.2696572310972142,"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."}}