{"id":"W1522340999","doi":"","title":"Lung volume reduction surgery: results of a Canadian pilot study. Canadian Lung Volume Reduction Surgery Study Group.","year":2000,"lang":"en","type":"article","venue":"PubMed","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Lung volume reduction surgery; Pulmonary rehabilitation; Pulmonary function testing; Surgery; Respiratory failure; Lung volumes; Atelectasis; Pneumonia; Rehabilitation; Physical therapy; Lung; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00331009,0.001216681,0.0009197557,0.0005422464,0.001664917,0.0006153537,0.0009823944,0.0006889682,0.002602628],"category_scores_gemma":[0.002812565,0.000596778,0.0008275668,0.001851192,0.000945057,0.0004257762,0.000507049,0.000632317,0.000514467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007692072,"about_ca_system_score_gemma":0.01498108,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7968818,"about_ca_topic_score_gemma":0.8255117,"domain_scores_codex":[0.9986578,0.0003049897,0.0000603195,0.0001314513,0.0004677285,0.0003776122],"domain_scores_gemma":[0.9979087,0.0002903854,0.0003776454,0.0001112197,0.0006575139,0.0006544659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03125229,0.00519519,0.9159101,0.0005572735,0.0009674116,0.0009940027,0.001029589,0.0004914512,0.001667826,0.0001859039,0.00963187,0.03211707],"study_design_scores_gemma":[0.005519177,0.004264475,0.9867627,0.00005569804,0.000278073,0.0002467583,0.0004031998,0.0002480411,0.0001407806,0.00002480729,0.002018062,0.00003813324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902483,0.001772043,0.0001610062,0.0003520813,0.00004671311,0.001159323,0.004262384,0.00001516266,0.001982979],"genre_scores_gemma":[0.9903707,0.00128767,0.000622739,0.0004096872,0.00007698432,0.0006369964,0.005400287,0.000009811346,0.001185277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2031182,"threshold_uncertainty_score":0.4086288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03520677326036911,"score_gpt":0.2544398621277681,"score_spread":0.219233088867399,"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."}}