{"id":"W1986642170","doi":"10.1378/chest.118.5.1240","title":"Preoperative Severity of Emphysema Predictive of Improvement After Lung Volume Reduction Surgery","year":2000,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":83,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Lung volume reduction surgery; Medicine; Lung volumes; Diffusing capacity; Lung; Pulmonary function testing; Volume (thermodynamics); Nuclear medicine; Surgery; Cardiology; Internal medicine; Lung function","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":[0.000478196,0.0002393055,0.0004413589,0.0004599699,0.0002797999,0.0004131168,0.0002342162,0.0007004894,0.001518291],"category_scores_gemma":[0.004717037,0.0001267541,0.0005304933,0.0003444704,0.0005110925,0.0004524804,0.0002133675,0.001013269,0.0001267536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002663836,"about_ca_system_score_gemma":0.000588771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001378932,"about_ca_topic_score_gemma":0.002281512,"domain_scores_codex":[0.9997073,0.00007365658,0.00004625013,0.00003379094,0.00005714277,0.00008190728],"domain_scores_gemma":[0.9939982,0.002665649,0.001394768,0.0001819745,0.0002690422,0.001490374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001427426,0.0001707916,0.9945339,0.00001425935,0.00005518552,0.0001505856,0.00002590396,0.0001292114,0.0007594912,0.00002342157,0.00009231924,0.002617584],"study_design_scores_gemma":[0.00001937927,0.0004907337,0.9985366,0.00000407443,0.00004381741,0.0002593939,0.00006435051,0.0003430399,0.0001408197,0.00003373515,0.00005859119,0.000005475179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990639,0.0002551931,0.00005202432,0.0001297656,0.00002646796,0.000004490989,0.00004856799,0.000003371727,0.0004162186],"genre_scores_gemma":[0.9997162,0.0000505584,0.00003741866,0.00001903978,0.00002974546,0.000001533036,0.00007552955,5.835069e-7,0.00006921978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001518291,"threshold_uncertainty_score":0.00507915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167712184460306,"score_gpt":0.2717562338665023,"score_spread":0.2600791120218993,"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."}}