{"id":"W2333809942","doi":"10.1513/pats.201108-044tt","title":"Clinical Year in Review II: Lung Cancer, Sleep Apnea, Interventional Pulmonary/Pleural Disease, Cystic Fibrosis","year":2011,"lang":"en","type":"review","venue":"Proceedings of the American Thoracic Society","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Sleep apnea; Cystic fibrosis; Disease; Lung cancer; Cancer; Lung; Pulmonary fibrosis; Internal medicine; Radiology; Pathology; Intensive care 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001382849,0.0007385146,0.003587289,0.0001531116,0.0001758409,0.00002600146,0.001323961,0.0002062146,0.0004093242],"category_scores_gemma":[0.0008060341,0.0005317372,0.00486802,0.002128258,0.00172837,0.0001971103,0.001373309,0.001718766,0.00002099785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001016027,"about_ca_system_score_gemma":0.001071107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001295583,"about_ca_topic_score_gemma":0.000001196748,"domain_scores_codex":[0.9949306,0.0001869336,0.001899883,0.001169442,0.001018374,0.0007948239],"domain_scores_gemma":[0.9957617,0.0002593934,0.00223678,0.0006254906,0.0005541452,0.000562471],"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":[0.0002306506,0.0007338148,0.03317844,0.2329033,0.0007790829,0.000007604087,0.00005453449,6.786274e-8,0.000001685861,0.00007715578,0.00702325,0.7250105],"study_design_scores_gemma":[0.0007317933,0.0003760207,0.08932976,0.3469256,0.01402926,0.0001185534,0.0003890133,0.0008355812,0.000001959116,0.0002151535,0.5456707,0.001376507],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002267748,0.9929558,0.000003795363,0.0004464221,0.0002557389,0.003019566,0.0003514385,0.00006703514,0.0006324765],"genre_scores_gemma":[0.0009702494,0.9949034,0.001010357,0.0002619966,0.0004947271,0.0008779112,0.00009727562,0.0001556934,0.001228391],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7236339,"threshold_uncertainty_score":0.9997134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06457597045020715,"score_gpt":0.4311023786328787,"score_spread":0.3665264081826716,"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."}}