{"id":"W2139248900","doi":"10.1016/j.lungcan.2013.07.017","title":"Diagnostic evaluation following a positive lung screening chest radiograph in the Prostate, Lung, Colorectal, Ovarian (PLCO) Cancer Screening Trial","year":2013,"lang":"en","type":"article","venue":"Lung Cancer","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"National Cancer Institute","keywords":"Medicine; Chest radiograph; Lung cancer; Radiology; Biopsy; Cancer screening; Cancer; Lung; Lung cancer screening; Colorectal cancer; Radiography; 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":[0.001089235,0.0005254356,0.00117063,0.0003548197,0.0004950778,0.0009329182,0.000484462,0.001353981,0.001437868],"category_scores_gemma":[0.004747702,0.000215049,0.001082304,0.0004366367,0.0004246902,0.0004605681,0.0002338184,0.001241158,0.0001881941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007100052,"about_ca_system_score_gemma":0.001035861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002774956,"about_ca_topic_score_gemma":0.005036551,"domain_scores_codex":[0.9993033,0.0003916573,0.00004183946,0.00008236436,0.0000605084,0.0001203111],"domain_scores_gemma":[0.9983727,0.0007400432,0.0003491309,0.00007148968,0.00009948654,0.0003672196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.3599377,0.003628894,0.5267844,0.001407802,0.002910751,0.002030998,0.0002158903,0.001160051,0.004763013,0.001118637,0.00977356,0.0862684],"study_design_scores_gemma":[0.05658727,0.05044042,0.8578069,0.0008631394,0.01157611,0.003083925,0.0006262429,0.004717526,0.003085121,0.002571138,0.008513861,0.0001284234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810885,0.009994326,0.0001953605,0.002478194,0.0004052051,0.0002163065,0.0005916159,0.00003227218,0.004998171],"genre_scores_gemma":[0.9971482,0.001015391,0.0001188068,0.00069275,0.0002126736,0.00005551484,0.000491494,0.000001954426,0.0002633326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002774956,"threshold_uncertainty_score":0.005760491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01825825348945821,"score_gpt":0.3354660521680322,"score_spread":0.317207798678574,"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."}}