{"id":"W4393408017","doi":"10.4187/respcare.11396","title":"Direct Health Care Costs Associated With a Multicomponent COPD Exacerbation Intervention","year":2024,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Toronto Metropolitan University; Toronto East General Hospital","funders":"Institute for Clinical Evaluative Sciences","keywords":"Medicine; COPD; Health care; Public health; Psychological intervention; Exacerbation; Randomized controlled trial; Interquartile range; Environmental health; Nursing; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.0002401766,0.0002353036,0.0003588645,0.0002723072,0.0001506829,0.00007429999,0.00009599278,0.0001094418,0.0001794885],"category_scores_gemma":[0.0001162011,0.0002019771,0.0001896075,0.0004172898,0.00009914018,0.0001450015,0.00006737455,0.0003592362,0.0000794423],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006852641,"about_ca_system_score_gemma":0.001019888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001979269,"about_ca_topic_score_gemma":0.0004399161,"domain_scores_codex":[0.9976312,0.0003234832,0.0003294178,0.0005596212,0.0007342225,0.0004220755],"domain_scores_gemma":[0.9986727,0.00009214682,0.00008850586,0.0003735758,0.0004419966,0.0003310826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001874414,0.0009582857,0.09263326,0.02048859,0.001412332,0.002529244,0.01544298,0.0001382613,0.008323735,0.0003871245,0.0121649,0.8436469],"study_design_scores_gemma":[0.008280162,0.00270949,0.7899541,0.01222336,0.0004319018,0.00003514286,0.02161884,0.0006018135,0.006407656,0.000004918057,0.1569088,0.0008237512],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9140463,0.07884429,0.00006610053,0.0003681369,0.0003441107,0.001686569,0.0003330098,0.0004582438,0.003853178],"genre_scores_gemma":[0.9982076,0.00003427792,0.00003614496,0.0002933821,0.000186793,0.0001374818,0.0006974924,0.00007531796,0.0003315291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8428231,"threshold_uncertainty_score":0.9969599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.021806596925049,"score_gpt":0.3297693570321841,"score_spread":0.3079627601071351,"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."}}