{"id":"W2049060997","doi":"10.2214/ajr.11.7812","title":"Lung Cancer Associated With Cystic Airspaces","year":2012,"lang":"en","type":"article","venue":"American Journal of Roentgenology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":148,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Lung; Lung cancer; Adenocarcinoma; Cancer; Cyst; Lung cancer screening; Radiology; Pathology; 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":[0.0001399558,0.0001193489,0.000480681,0.0001157711,0.00003574962,0.000004651752,0.00006295249,0.00002828806,0.0001625002],"category_scores_gemma":[0.000058766,0.00007496631,0.00008536887,0.0002114343,0.0001931688,0.00007620079,0.00001326958,0.0001666898,0.000004419148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000486097,"about_ca_system_score_gemma":0.0001883324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001319344,"about_ca_topic_score_gemma":0.00005206615,"domain_scores_codex":[0.9990679,0.00007301819,0.0002197667,0.00008610937,0.0002050749,0.0003481097],"domain_scores_gemma":[0.9988782,0.0001030675,0.0005011659,0.0001124875,0.0001808687,0.0002241606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003779326,0.0004388137,0.9841816,0.0000125587,0.00162179,0.000114752,0.0005593597,0.00004210425,0.0001343088,0.00004067184,0.002636546,0.009839576],"study_design_scores_gemma":[0.003745779,0.006401588,0.9779145,0.0004466236,0.002344956,0.00120325,0.001027365,0.00002136276,0.0009960127,0.00000820062,0.005728987,0.0001614144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867519,0.007140043,0.0001034555,0.005300513,0.0002804973,0.0001000818,0.000004597858,0.00001158891,0.0003073415],"genre_scores_gemma":[0.9975512,0.0008798228,0.0004578133,0.0007064908,0.000256763,0.00001269232,0.000002117459,0.00001895059,0.0001141224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01079935,"threshold_uncertainty_score":0.3057037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008591555281895546,"score_gpt":0.296155327958896,"score_spread":0.2875637726770005,"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."}}