{"id":"W3096109266","doi":"10.1183/23120541.00253-2020","title":"Mortality prediction in chronic obstructive pulmonary disease comparing the GOLD 2015 and GOLD 2019 staging: a pooled analysis of individual patient data","year":2020,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Queen's University","funders":"","keywords":"Medicine; COPD; Gold standard (test); Obstructive lung disease; Internal medicine; Mortality rate; Pulmonary disease","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":[0.02081461,0.001414637,0.003822048,0.002375611,0.0002558303,0.001577515,0.0007239883,0.0009901772,0.0005161244],"category_scores_gemma":[0.01634922,0.000586241,0.008320652,0.00257851,0.0003465744,0.0008634811,0.001317514,0.0005523997,0.0001466101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005189028,"about_ca_system_score_gemma":0.0004548062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002895083,"about_ca_topic_score_gemma":0.003063727,"domain_scores_codex":[0.9870336,0.007764622,0.001583496,0.001963704,0.001309827,0.0003447419],"domain_scores_gemma":[0.9848668,0.007574047,0.003665498,0.002362411,0.001254999,0.0002762724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.01883348,0.00006359485,0.7903934,0.002658217,0.1606074,0.0001215133,0.0002349477,0.002482765,0.0006857523,0.0001637138,0.001338984,0.02241628],"study_design_scores_gemma":[0.001105598,0.0018325,0.8954883,0.0006031563,0.09264383,0.0003362219,0.0002964537,0.004336424,0.0005201719,0.0005121245,0.002211286,0.000114011],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9457466,0.04354326,0.00337624,0.0002015154,0.000210676,0.0001199812,0.005783055,0.00008778597,0.0009308993],"genre_scores_gemma":[0.9913181,0.002385346,0.0007844499,0.00009302043,0.0001205798,0.0001052772,0.005035958,0.00001945371,0.0001377593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02081461,"threshold_uncertainty_score":0.1100795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.157672952854293,"score_gpt":0.4125898445548516,"score_spread":0.2549168917005585,"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."}}