{"id":"W4242755244","doi":"10.1002/9780471420194.tnmc21.pub3","title":"Lung","year":2017,"lang":"en","type":"other","venue":"TNM Online","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Lung; Medicine; Bronchus; Radiology; Physical examination; Upper endoscopy; Endoscopy; Pathology; Internal medicine; Respiratory disease","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":[0.00001855414,0.0001677164,0.0003478259,0.00007306275,0.00002310453,0.000009242955,0.00007864048,0.0001552089,0.0200314],"category_scores_gemma":[0.00003860781,0.0001220042,0.00009767222,0.00001742302,0.00003281781,0.000006834484,0.00002903557,0.0001134362,0.0003287645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001290484,"about_ca_system_score_gemma":0.0001712286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002946045,"about_ca_topic_score_gemma":0.0005091464,"domain_scores_codex":[0.9994026,0.000004690037,0.00007306632,0.0002180019,0.0001426227,0.0001590082],"domain_scores_gemma":[0.999085,0.00000980305,0.0001145985,0.0006264891,0.00001581324,0.0001482599],"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":[0.000009474954,0.0002639206,0.001403799,0.0001927033,0.0002744684,0.0001449467,0.000005574915,1.790664e-8,7.393656e-7,0.000019005,0.9868723,0.01081305],"study_design_scores_gemma":[0.000981379,0.00007467373,0.001672997,0.00185613,0.0003717139,0.00001263232,0.000001203565,0.000009304236,0.000008486693,0.000004203559,0.9948997,0.0001075459],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002994853,0.007219908,0.00000251779,0.002265373,0.0004183469,0.0003648361,0.001972875,0.000170982,0.9875552],"genre_scores_gemma":[0.0001914395,0.002719976,0.0007063024,0.0006185781,0.001949366,0.0000359899,0.002366914,0.0002847381,0.9911267],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01970263,"threshold_uncertainty_score":0.9808644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02003203507696494,"score_gpt":0.355997439036177,"score_spread":0.3359654039592121,"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."}}