{"id":"W4404527706","doi":"10.1148/radiol.233374","title":"Interstitial Lung Abnormalities on Unselected Abdominal and Thoracoabdominal CT Scans in 21 118 Patients","year":2024,"lang":"en","type":"article","venue":"Radiology","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital","funders":"","keywords":"Medicine; Lung; Radiology; Nuclear 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":[0.0001467594,0.0001961898,0.0003573206,0.0002892225,0.00005264581,0.00002821905,0.00006915723,0.0000873976,0.0001604171],"category_scores_gemma":[0.00006823894,0.0001668928,0.0000905294,0.0001712307,0.0002015094,0.00009453951,0.00003440861,0.0003337458,0.00002661904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001902904,"about_ca_system_score_gemma":0.0001327174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001518107,"about_ca_topic_score_gemma":0.00002485801,"domain_scores_codex":[0.9987343,0.0001232404,0.0002907659,0.0003696704,0.0001289284,0.0003531003],"domain_scores_gemma":[0.9995198,0.0001384154,0.00003030607,0.0001317621,0.00004298468,0.0001367485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1816156,0.003476143,0.3914841,0.009150909,0.001979738,0.03413171,0.009337235,0.0001510954,0.01269193,0.07283582,0.1168367,0.1663089],"study_design_scores_gemma":[0.01925862,0.07371077,0.7102341,0.01378151,0.00228021,0.01613836,0.002716244,0.1024364,0.002210131,0.002752512,0.05134058,0.003140504],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928086,0.001783916,0.0001277334,0.0005059626,0.0008389118,0.0002915496,0.00009488761,0.00007231251,0.003476057],"genre_scores_gemma":[0.998269,0.0001493336,0.00006101812,0.0004471515,0.0004382374,0.00002909186,0.0001440635,0.00002479696,0.0004372653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.31875,"threshold_uncertainty_score":0.6805693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005186539135111853,"score_gpt":0.2604869684528328,"score_spread":0.2553004293177209,"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."}}