{"id":"W6927430126","doi":"10.26044/ecr2022/c-15595","title":"Diagnostic value of single-exposure dual-energy subtraction radiography in lung lesion detection: initial results","year":2022,"lang":"en","type":"article","venue":"European Society of Radiology","topic":"Advanced X-ray and CT Imaging","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Value (mathematics); Radiography; Lung; Lesion; Subtraction","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":[0.0004495965,0.0001358491,0.0002486002,0.0001163747,0.0001002962,0.000003397837,0.0001208555,0.00004548103,0.00001321119],"category_scores_gemma":[0.00006393324,0.000163603,0.0001871809,0.0004238508,0.00011139,0.00009142035,0.00005599051,0.0003233124,7.281957e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008731145,"about_ca_system_score_gemma":0.000009250861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001869635,"about_ca_topic_score_gemma":0.000003641283,"domain_scores_codex":[0.9986374,0.0003620386,0.0004556262,0.0002037983,0.0001269524,0.0002141404],"domain_scores_gemma":[0.999266,0.0003566338,0.0001394993,0.0001808356,0.00002367626,0.00003330815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002299939,0.0002156273,0.00555305,0.0001724092,0.0001753602,0.00009350841,0.004101952,0.7361596,0.2272418,0.0002493766,0.005161429,0.02064592],"study_design_scores_gemma":[0.02266519,0.006565568,0.4043351,0.0005632187,0.0004371812,0.003207871,0.0149005,0.1931957,0.1909789,0.001397922,0.1583353,0.003417575],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588904,0.003285632,0.03297541,0.00008438362,0.001069464,0.0001320061,0.00004928133,0.0001884506,0.003324948],"genre_scores_gemma":[0.998309,0.000480164,0.000874046,0.00005284388,0.0001757882,0.000007927412,0.00004741604,0.00003808224,0.00001470022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5429639,"threshold_uncertainty_score":0.6671537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01043272845644482,"score_gpt":0.2163101917062939,"score_spread":0.2058774632498491,"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."}}