{"id":"W4285531495","doi":"10.21037/jtd-22-35","title":"Transthoracic needle biopsy versus surgical diagnosis for solid pulmonary nodules","year":2022,"lang":"en","type":"article","venue":"Journal of Thoracic Disease","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut Universitaire de Cardiologie et de Pneumologie de Québec","funders":"Institut universitaire de cardiologie et de pneumologie de Québec, Université Laval; Université Laval","keywords":"Medicine; Malignancy; Biopsy; Retrospective cohort study; Surgery; Cohort; Radiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003884011,0.000202881,0.0004882222,0.0002186079,0.0002407852,0.00003300659,0.0001840668,0.00003629098,0.0007218141],"category_scores_gemma":[0.00008937625,0.0001628026,0.0007546788,0.0002624881,0.00005462551,0.000144927,0.00005106146,0.0002452431,0.000007724568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004383367,"about_ca_system_score_gemma":0.0002871172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006083737,"about_ca_topic_score_gemma":6.322832e-7,"domain_scores_codex":[0.9981923,0.0001027683,0.0005121305,0.0002424695,0.0006434942,0.000306868],"domain_scores_gemma":[0.9982983,0.0003092295,0.0002894943,0.0002709912,0.0001711515,0.0006608269],"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":[0.212543,0.03564128,0.2557064,0.005000727,0.004127039,0.05206756,0.000919935,0.003168901,0.0002859576,0.0006659605,0.03850716,0.391366],"study_design_scores_gemma":[0.06352057,0.03711162,0.2645842,0.0063122,0.0398763,0.01349892,0.00628082,0.004222221,0.0090182,0.00379743,0.5481057,0.00367191],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772283,0.01104064,0.00007031987,0.008802429,0.001392309,0.0006406028,0.0003715328,0.00003172723,0.0004220993],"genre_scores_gemma":[0.9970326,0.0007825371,0.0005935834,0.0001910095,0.0006693891,0.000381809,0.00005753385,0.00004254756,0.0002489839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5095985,"threshold_uncertainty_score":0.7903358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0327056495270771,"score_gpt":0.3755289656701053,"score_spread":0.3428233161430282,"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."}}