{"id":"W2073550974","doi":"10.1378/chest.127.4.1166","title":"Lung Volume Reduction Surgery vs Medical Treatment<sup>*</sup>","year":2005,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Lung volume reduction surgery; Randomized controlled trial; Lung volumes; Confidence interval; Surgery; Population; COPD; Lung; 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":[0.001890763,0.0007072372,0.001571084,0.0006329574,0.0002825136,0.001263967,0.001350235,0.001363528,0.06006206],"category_scores_gemma":[0.008980509,0.0001801005,0.003367441,0.0006677582,0.000412302,0.001047335,0.0004831073,0.002089324,0.003589239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007556032,"about_ca_system_score_gemma":0.001390371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003322609,"about_ca_topic_score_gemma":0.006904227,"domain_scores_codex":[0.9991033,0.0004324782,0.00008105178,0.00008758841,0.0001010566,0.0001945936],"domain_scores_gemma":[0.9915565,0.006891889,0.0004787426,0.0001310076,0.0002001078,0.0007417244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.6914117,0.001906713,0.01772063,0.003953757,0.007661367,0.0005721471,0.00007074765,0.003449042,0.002726466,0.00578959,0.1202053,0.1445326],"study_design_scores_gemma":[0.2185118,0.1250501,0.280499,0.006377566,0.09652305,0.00440433,0.0024154,0.0416914,0.02343952,0.03510785,0.16551,0.0004699932],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6367427,0.07549469,0.002890365,0.05365493,0.06948012,0.0008512387,0.05982238,0.0004827632,0.1005808],"genre_scores_gemma":[0.9114209,0.01091995,0.002192121,0.01775539,0.0186571,0.0005308511,0.008782117,0.0002495713,0.02949189],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06006206,"threshold_uncertainty_score":0.2009276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02387294162288951,"score_gpt":0.3062218891970078,"score_spread":0.2823489475741183,"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."}}