{"id":"W1562298791","doi":"10.1002/9780471420194.tnmc20.pub2","title":"Lung and Pleural Tumours","year":2010,"lang":"en","type":"other","venue":"TNM Online","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Lung; Lung cancer; Nodule (geology); Pleural effusion; Carcinoma; Malignant pleural effusion; Stage (stratigraphy); Radiology; Lobe; TNM staging system; Pathology; Internal medicine; Neoplasm staging; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002100523,0.000182937,0.0003269471,0.00008696115,0.00001413836,0.00000803167,0.00003662138,0.0001814211,0.01025426],"category_scores_gemma":[0.00002422745,0.0001322476,0.00005437676,0.00003904791,0.00004770825,0.000007200018,0.00002757809,0.0002314832,0.00004994479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005291626,"about_ca_system_score_gemma":0.00009763043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002619513,"about_ca_topic_score_gemma":0.001068938,"domain_scores_codex":[0.9993699,0.000005835828,0.00009660929,0.0002339347,0.0001268721,0.0001668652],"domain_scores_gemma":[0.9994631,0.00001819169,0.00006580995,0.0002489655,0.00001421062,0.0001896687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001426687,0.0002066509,0.01064905,0.0001674894,0.0001206045,0.00009172274,0.00001717163,8.529338e-9,0.00001349527,0.00003069084,0.9832808,0.005408017],"study_design_scores_gemma":[0.001261247,0.0001115501,0.01398058,0.0006051402,0.0003808187,0.00005076775,0.000007270169,0.00001611209,0.00002855572,0.000006857347,0.983416,0.0001351145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0191788,0.02305673,0.000004922982,0.01484374,0.001653343,0.001692531,0.006279906,0.0006711439,0.9326189],"genre_scores_gemma":[0.00363291,0.001907301,0.001961968,0.001150845,0.002054688,0.00003986365,0.002216516,0.0003802155,0.9866557],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0540368,"threshold_uncertainty_score":0.9906505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01093781853636803,"score_gpt":0.3105541584771419,"score_spread":0.2996163399407739,"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."}}