{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007017723,0.0002589342,0.0004903133,0.000333203,0.0002789749,0.00007359514,0.0001595312,0.0002053983,0.009938304],"category_scores_gemma":[0.0004467857,0.0002114999,0.000399553,0.0003034243,0.0002684403,0.0003436289,0.00005184812,0.000780697,0.0004806466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002125603,"about_ca_system_score_gemma":0.001945105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002589519,"about_ca_topic_score_gemma":0.000002513898,"domain_scores_codex":[0.9970407,0.0001536139,0.0005418555,0.0003566576,0.001216824,0.0006902729],"domain_scores_gemma":[0.9978516,0.0001196659,0.0001318642,0.0003509418,0.0002270605,0.001318877],"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":[0.001479863,0.002189878,0.2775174,0.0005219191,0.0007898019,0.004220363,0.001084888,0.0002051112,0.0006333308,0.0000487515,0.1308173,0.5804914],"study_design_scores_gemma":[0.006391146,0.0004258477,0.4690995,0.0006991136,0.0005578978,0.03815843,0.001135691,0.03631613,0.001390006,0.0001416116,0.4450605,0.0006241253],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972386,0.004061929,0.0001346944,0.01970077,0.0003755152,0.0002824819,0.00001076717,0.00008107621,0.002966784],"genre_scores_gemma":[0.9795039,0.001827954,0.000425675,0.0002043949,0.008080174,0.00002246741,0.00005290709,0.00006295783,0.009819512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5798673,"threshold_uncertainty_score":0.9909667,"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."}}