{"id":"W2021073609","doi":"10.1164/ajrccm.164.12.2012140","title":"Core to Rind Distribution of Severe Emphysema Predicts Outcome of Lung Volume Reduction Surgery","year":2001,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Vancouver Hospital and Health Sciences Centre; University of British Columbia","funders":"","keywords":"Medicine; Lung volume reduction surgery; Lung volume reduction; Reduction (mathematics); Lung volumes; Lung; Surgery; Internal 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":[0.0003943304,0.000215523,0.0003397966,0.0006318107,0.0001543123,0.0004041754,0.0001377475,0.0003970908,0.001382059],"category_scores_gemma":[0.002231708,0.0001497393,0.0001958055,0.0002016134,0.0004298362,0.0002352574,0.0004172475,0.0003535688,0.0002509484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001164404,"about_ca_system_score_gemma":0.0001128134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004439963,"about_ca_topic_score_gemma":0.0006915395,"domain_scores_codex":[0.9998536,0.00004183708,0.00001687922,0.00003287928,0.00003135246,0.00002339915],"domain_scores_gemma":[0.9980374,0.0006084308,0.000637859,0.000127575,0.0001223698,0.0004664109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002384585,0.00003097303,0.9951521,0.000006554043,0.00001836212,0.00005397302,0.00002579051,0.0001050519,0.002279144,0.00001582701,0.00003103465,0.002042644],"study_design_scores_gemma":[0.000003789821,0.0001470004,0.9989085,0.000002167657,0.000007617415,0.0003219531,0.00002395307,0.0003238423,0.0002052111,0.00002025666,0.00003310938,0.000002636342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995314,0.0000781472,0.0001101477,0.00001057604,0.000001687049,0.000004863854,0.000037407,0.000003457047,0.0002224112],"genre_scores_gemma":[0.9997023,0.00002360167,0.0001106788,0.000008496308,0.000006022331,0.000003868931,0.00008625395,0.000001204856,0.00005756782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001382059,"threshold_uncertainty_score":0.004623413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04045471360432188,"score_gpt":0.3564308020600781,"score_spread":0.3159760884557562,"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."}}