{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004578853,0.0007672511,0.001216371,0.002843095,0.0006117751,0.001545514,0.001260215,0.0013529,0.002426448],"category_scores_gemma":[0.006710525,0.0003306646,0.0005936739,0.001487496,0.0008797709,0.001271944,0.0007697135,0.001552585,0.001242655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006163395,"about_ca_system_score_gemma":0.0006448501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001608103,"about_ca_topic_score_gemma":0.002599569,"domain_scores_codex":[0.997472,0.0009542118,0.0002538394,0.0002380506,0.0009065699,0.0001753354],"domain_scores_gemma":[0.9966651,0.001805507,0.0003774848,0.000148609,0.0008416529,0.0001616276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001244751,0.0002786494,0.1858271,0.003440942,0.0003678303,0.01612832,0.0003992946,0.002401613,0.05712382,0.007498879,0.03258757,0.6927012],"study_design_scores_gemma":[0.0001736625,0.002029546,0.2390928,0.006994608,0.001296359,0.1298885,0.001426048,0.01674457,0.113358,0.02046105,0.4682364,0.0002985343],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1429881,0.7049962,0.07528059,0.01215238,0.004033861,0.0004896875,0.001383836,0.001203839,0.05747142],"genre_scores_gemma":[0.6283668,0.2400813,0.1130466,0.00482534,0.003145376,0.0003990945,0.002106881,0.0001416471,0.00788704],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004578853,"threshold_uncertainty_score":0.02421558,"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."}}