{"id":"W1555940175","doi":"10.1016/j.jmir.2015.01.109","title":"Examining Practitioners' Assessments of Perceived Aesthetic and Diagnostic Quality of High kVp–Low mAs Pelvis, Chest, Skull, and Hand Phantom Radiographs","year":2015,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fanshawe College; Western University","funders":"London Health Sciences Centre","keywords":"Radiography; Pelvis; Medicine; Imaging phantom; Image quality; Skull; Radiology; Nuclear medicine; Medical physics; Surgery; Artificial intelligence; Computer science; Image (mathematics)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006338822,0.0001841951,0.0001878752,0.001245203,0.0003908588,0.0007226418,0.0003231637,0.0007060694,0.00243855],"category_scores_gemma":[0.04157465,0.0002861341,0.0003256472,0.0005113761,0.0005780306,0.0006178283,0.0009985537,0.0005959941,0.0001818929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006987469,"about_ca_system_score_gemma":0.0005170236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002625497,"about_ca_topic_score_gemma":0.006040604,"domain_scores_codex":[0.9970246,0.00116055,0.0003150224,0.0001899233,0.001120456,0.0001895755],"domain_scores_gemma":[0.9699183,0.01760455,0.005662513,0.0007248431,0.00502298,0.001066799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008721429,0.0003802758,0.8593406,0.0004115223,0.0001565642,0.000902844,0.06550415,0.0005916209,0.01117709,0.0003385957,0.0009961965,0.05932834],"study_design_scores_gemma":[0.0000729646,0.002116276,0.9139551,0.0003003862,0.0001368279,0.004310682,0.0692476,0.002404475,0.001706079,0.0003496618,0.005318955,0.00008103788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974315,0.0002705152,0.0004417638,0.0002143285,0.000008171547,0.00001802712,0.00002712229,0.000006572714,0.001581969],"genre_scores_gemma":[0.9982969,0.0001667515,0.001076381,0.00008372497,0.000006953152,0.000008955857,0.00002075036,0.00000292092,0.0003367029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006338822,"threshold_uncertainty_score":0.03352326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04245232672940893,"score_gpt":0.3640518739139993,"score_spread":0.3215995471845904,"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."}}