{"id":"W4412675556","doi":"10.21460/bikdw.v10i1.1082","title":"COMPARATIVE COST ANALYSIS OF ASTHMA-COPD OVERLAP SYNDROME AND CHRONIC OBSTRUCTIVE PULMONARY DISEASE: SYSTEMATIC REVIEW","year":2025,"lang":"en","type":"article","venue":"Berkala Ilmiah Kedokteran Duta Wacana","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pulmonary disease; COPD; Medicine; Asthma; Overlap syndrome; Intensive care medicine; Disease; Internal medicine; Cardiology; Physical therapy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004881233,0.0006823055,0.003469781,0.001259721,0.0002188029,0.00005500866,0.0004876777,0.0001633746,0.0006799005],"category_scores_gemma":[0.0003008716,0.000611016,0.0007872253,0.003403028,0.0007656052,0.0003698537,0.0003426304,0.0005710421,0.00003695815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001443187,"about_ca_system_score_gemma":0.001192659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002143367,"about_ca_topic_score_gemma":0.00008741439,"domain_scores_codex":[0.9948686,0.0005394224,0.001429534,0.00119633,0.001158863,0.0008072177],"domain_scores_gemma":[0.9960433,0.0004957867,0.0005073649,0.001581609,0.0005602775,0.0008116432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.00100706,0.00111632,0.07227841,0.896144,0.01850359,0.002734137,0.0004299484,0.0001767025,0.0008028275,0.003499177,0.001523155,0.001784667],"study_design_scores_gemma":[0.001720872,0.0001341719,0.8738106,0.08860055,0.02219429,0.0002428236,0.0004585838,0.0112093,0.00009091582,0.0002077458,0.0006628545,0.0006673093],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5646629,0.4132942,0.000166967,0.002129334,0.0003075699,0.01123895,0.001666019,0.0001720974,0.006361967],"genre_scores_gemma":[0.9902089,0.004104978,0.00009473738,0.0005571648,0.00005051631,0.0006404683,0.0006130683,0.0000540001,0.003676225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8075435,"threshold_uncertainty_score":0.9996341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01537893085101084,"score_gpt":0.3087945573363419,"score_spread":0.293415626485331,"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."}}