{"id":"W2886903011","doi":"10.21037/jtd.2018.06.156","title":"Surgical and endoscopic treatment for COPD: patients selection, techniques and results","year":2018,"lang":"en","type":"review","venue":"Journal of Thoracic Disease","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; COPD; Selection (genetic algorithm); Surgery; General surgery; Intensive care medicine; Internal medicine; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0003223728,0.0003130385,0.001441703,0.0002376398,0.00008627573,0.00003891115,0.00005597962,0.0001094653,0.000009929246],"category_scores_gemma":[0.0006610662,0.0001933081,0.0003631171,0.0001160779,0.0001034023,0.00007102887,0.00004456113,0.0001336924,0.000003005792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001906262,"about_ca_system_score_gemma":0.0003676863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002144722,"about_ca_topic_score_gemma":0.000001938103,"domain_scores_codex":[0.9982489,0.0001130429,0.0009707572,0.0002345772,0.0002508323,0.0001819078],"domain_scores_gemma":[0.9979291,0.0003517459,0.0007217405,0.0001465843,0.0004012263,0.0004496121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000900386,0.0003160575,0.0007344273,0.01540948,0.0005911932,0.0001603637,0.00004650798,2.157379e-9,2.640844e-8,0.000002881045,0.001959577,0.9798791],"study_design_scores_gemma":[0.001417344,0.001793024,0.0003542601,0.0171784,0.005784163,0.000240841,0.000008704487,0.00000128193,0.000001643515,0.00003729909,0.9730434,0.0001396296],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002715322,0.9951718,0.000005728975,0.00012247,0.0001250305,0.001400926,0.0002634426,0.00001916052,0.0001761342],"genre_scores_gemma":[0.0004221232,0.9967892,0.001067826,0.00001173382,0.0006035913,0.00008951369,0.00003982471,0.00003497254,0.0009412562],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9797395,"threshold_uncertainty_score":0.7882876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0519858477693496,"score_gpt":0.4174776346343607,"score_spread":0.365491786865011,"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."}}