{"id":"W2048530977","doi":"10.1155/2012/249082","title":"Ancillary Testing in Lung Cancer Diagnosis","year":2012,"lang":"en","type":"article","venue":"Pulmonary Medicine","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Toronto General Hospital; University of Toronto; Canada Research Chairs; University Health Network","funders":"","keywords":"Medicine; Lung cancer; Lung; Pathology; Cancer; Immunohistochemistry; Radiology; Intensive care medicine; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0002106084,0.0001430342,0.0002774994,0.0001464051,0.00005618328,0.000002063981,0.00004330256,0.00005285791,0.0007787804],"category_scores_gemma":[0.0002298603,0.0001026903,0.00002904219,0.0004689916,0.00005925483,0.0001387569,0.00002236005,0.0001426737,0.00001344519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003056634,"about_ca_system_score_gemma":0.00009919373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001414718,"about_ca_topic_score_gemma":0.00002978843,"domain_scores_codex":[0.9989379,0.00002606371,0.0002445092,0.0001755482,0.0002368875,0.0003790705],"domain_scores_gemma":[0.9992689,0.0001951695,0.00005578254,0.0001791236,0.00006309082,0.0002378993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002714559,0.000247344,0.9583341,0.0001343357,0.00004868176,0.0001479246,0.0006528588,0.000005799931,0.0004013751,0.00003980178,0.005189671,0.03477091],"study_design_scores_gemma":[0.001256736,0.0001021998,0.9743819,0.0008234351,0.0003457827,0.0001356597,0.0002445646,0.0005086612,0.0001153603,0.00002654478,0.02194519,0.0001139696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8541808,0.08106684,0.00002996906,0.01128604,0.0009056125,0.0007704269,0.00001998048,0.0001093883,0.05163098],"genre_scores_gemma":[0.9942006,0.0009134238,0.000476513,0.001482735,0.001245986,0.0006955012,0.00004946506,0.00002523463,0.0009105783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1400198,"threshold_uncertainty_score":0.85271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04119938171374238,"score_gpt":0.372825364115784,"score_spread":0.3316259824020417,"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."}}