{"id":"W3073452506","doi":"10.2217/lmt-2020-0022","title":"Biopsy frequency and complications among lung cancer patients in the United States","year":2020,"lang":"en","type":"article","venue":"Lung Cancer Management","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Intuitive","keywords":"Medicine; Lung cancer; Biopsy; Intensive care medicine; Radiology; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007543687,0.0001084015,0.0002510132,0.0008821998,0.0002762846,0.0005496683,0.0002903856,0.0003492326,0.001002904],"category_scores_gemma":[0.003218122,0.0001804923,0.0002951481,0.001424697,0.0002255165,0.0004048426,0.0003540986,0.0004101054,0.0001212482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004581295,"about_ca_system_score_gemma":0.0004553333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006438036,"about_ca_topic_score_gemma":0.01031105,"domain_scores_codex":[0.998993,0.0002427419,0.0001790143,0.0001964678,0.0002748427,0.0001140012],"domain_scores_gemma":[0.9963052,0.0005640826,0.002473497,0.0001102868,0.0002791556,0.0002678088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002116586,0.00001243437,0.9990065,0.000007229093,0.00001513588,0.00002734655,0.00001383382,0.00001434613,0.00002744651,0.000006139219,0.00008688129,0.0007615573],"study_design_scores_gemma":[0.000002921638,0.00002895068,0.9992433,0.00001127441,0.00001155386,0.0003152261,0.0001114988,0.00006934405,0.000035111,0.000007595278,0.0001613154,0.000002046664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996646,0.001323459,0.0001421933,0.0001194465,0.00001062617,0.00001413587,0.001213889,0.000007998775,0.0005222997],"genre_scores_gemma":[0.9985771,0.0003525954,0.0001296778,0.00007035609,0.0000158024,0.00001189972,0.0007762173,0.000001764681,0.00006448786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006438036,"threshold_uncertainty_score":0.01280117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01491268287796576,"score_gpt":0.3030889793828693,"score_spread":0.2881762965049036,"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."}}