{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004865501,0.0002472154,0.0005307016,0.00004971343,0.0001929156,0.00005211139,0.0001234254,0.0001832685,0.001196307],"category_scores_gemma":[0.0008526138,0.0001584548,0.0002617547,0.0003157716,0.0001523832,0.00008120274,0.00008783724,0.0006035413,0.00006963993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001265606,"about_ca_system_score_gemma":0.000470102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002243465,"about_ca_topic_score_gemma":0.0003126053,"domain_scores_codex":[0.9976969,0.0003173587,0.0005186464,0.0007084262,0.0004199631,0.0003387176],"domain_scores_gemma":[0.9974476,0.001097901,0.0001876446,0.0007062057,0.0003549857,0.0002057075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008207887,0.002369318,0.9157067,0.0004306213,0.001223616,0.0008559878,0.000626832,0.00002915178,0.00006919871,0.001541569,0.05216886,0.02415734],"study_design_scores_gemma":[0.006271143,0.002278589,0.9164594,0.007232314,0.003447037,0.0001814703,0.001402832,0.004785341,0.009885952,0.00125121,0.04604697,0.0007577538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8446074,0.02053995,0.00003121082,0.1018614,0.002612629,0.00259733,0.00007475496,0.000163654,0.02751162],"genre_scores_gemma":[0.9823628,0.005165916,0.00008016166,0.004834508,0.001221656,0.002213265,0.00001851919,0.00005108629,0.004052094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1377554,"threshold_uncertainty_score":0.9997168,"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."}}