{"id":"W2803299368","doi":"","title":"Claims-based risk model for first severe COPD exacerbation.","year":2018,"lang":"en","type":"article","venue":"PubMed","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Group for Research in Decision Analysis","funders":"","keywords":"Medicine; Exacerbation; COPD; Emergency medicine; 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":[0.004294701,0.0009112048,0.0008881366,0.001436268,0.0002956043,0.001132888,0.001527524,0.001019037,0.0026993],"category_scores_gemma":[0.009295076,0.0003524786,0.001141431,0.0007008771,0.0003070538,0.000576612,0.0005508499,0.001066374,0.0007312229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001360038,"about_ca_system_score_gemma":0.001388307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02071754,"about_ca_topic_score_gemma":0.01116424,"domain_scores_codex":[0.9989477,0.0004613781,0.00005946852,0.0002238429,0.0001924629,0.0001152871],"domain_scores_gemma":[0.9961447,0.002595581,0.0006048716,0.0001381401,0.0003910357,0.000125643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007343944,0.0005506065,0.1552641,0.0001254696,0.0005083063,0.0003324696,0.000105799,0.8069566,0.0005389471,0.0036907,0.004841284,0.02635134],"study_design_scores_gemma":[0.00003047336,0.00006034705,0.008653927,0.00001479671,0.00004490064,0.00006875188,0.00001270719,0.9897469,0.00007483536,0.001003985,0.0002813348,0.000007037802],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7740672,0.00156938,0.2019524,0.002941968,0.000235653,0.0006799942,0.01065371,0.00153186,0.006367779],"genre_scores_gemma":[0.9812801,0.0001976339,0.01381968,0.000152591,0.00006055022,0.0002295028,0.002859463,0.00002542407,0.001375041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02071754,"threshold_uncertainty_score":0.0411939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03481654965893327,"score_gpt":0.2811252035986125,"score_spread":0.2463086539396793,"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."}}