{"id":"W3129762211","doi":"10.1016/j.cllc.2021.02.011","title":"Lung Resection Without Tissue Diagnosis: A Pragmatic Perspective on the Indeterminate Pulmonary Nodule","year":2021,"lang":"en","type":"article","venue":"Clinical Lung Cancer","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"CancerCare Manitoba; Research Institute in Oncology and Hematology; University of Manitoba","funders":"University of Manitoba","keywords":"Medicine; Malignancy; Lung cancer; Radiology; Biopsy; Indeterminate; Nodule (geology); Cancer; Cohort; Lung; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04799232,0.001113222,0.004522688,0.001890768,0.004497822,0.01145187,0.00454696,0.02634663,0.005602439],"category_scores_gemma":[0.09671772,0.001205057,0.002059237,0.00120884,0.02292315,0.01424851,0.00901811,0.04301491,0.001010408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01028932,"about_ca_system_score_gemma":0.01294976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005668347,"about_ca_topic_score_gemma":0.01036969,"domain_scores_codex":[0.9684187,0.01962118,0.002308698,0.003021315,0.0053028,0.001327371],"domain_scores_gemma":[0.8928135,0.08833566,0.003931038,0.002394563,0.006189583,0.006335693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001400869,0.0002886521,0.004580337,0.002836317,0.0004782569,0.008317199,0.002340447,0.003546139,0.001453736,0.6962265,0.1332906,0.1452409],"study_design_scores_gemma":[0.0006392862,0.0004829996,0.002904061,0.00604378,0.0002493402,0.008291947,0.003293594,0.002776625,0.0003465736,0.807399,0.1672969,0.0002758907],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00277611,0.04762093,0.006961853,0.9251858,0.005046932,0.00003569352,0.0001021037,0.0000161859,0.01225433],"genre_scores_gemma":[0.2276281,0.05525552,0.01407953,0.6048768,0.09460364,0.0002559863,0.0001873718,0.0001523421,0.002960769],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04799232,"threshold_uncertainty_score":0.2538107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03337536294622753,"score_gpt":0.4280829197358462,"score_spread":0.3947075567896187,"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."}}