{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003083041,0.0001070421,0.0004008918,0.0004623132,0.00009568799,0.0001095542,0.0000960226,0.00004374528,0.000008078067],"category_scores_gemma":[0.001849084,0.00007547598,0.00005324829,0.0004004889,0.001484812,0.0007302717,0.00002936797,0.0001804121,9.442309e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001386434,"about_ca_system_score_gemma":0.0002764731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001096721,"about_ca_topic_score_gemma":0.000001323655,"domain_scores_codex":[0.9977593,0.0001412229,0.0005669896,0.0001707253,0.001209222,0.0001525077],"domain_scores_gemma":[0.9979716,0.0007258297,0.0005826434,0.00006596718,0.0002270674,0.0004269147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001054208,0.0002831814,0.6757371,0.0002058557,0.00007159106,0.00006023472,0.002047507,0.000008743085,0.001325514,0.0002296183,0.000453957,0.3194712],"study_design_scores_gemma":[0.003309504,0.0006352912,0.9806794,0.00105802,0.0001569269,0.002402403,0.008093898,0.002246449,0.0002575789,0.0007927311,0.0002425683,0.0001252509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873333,0.007210531,0.0007563722,0.004197873,0.0001910989,0.00007260659,0.000004158738,0.000005311341,0.0002287406],"genre_scores_gemma":[0.9951287,0.003160122,0.001450828,0.0001564273,0.00008983974,8.693976e-7,0.00000193769,0.00000452762,0.000006773117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.319346,"threshold_uncertainty_score":0.547085,"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."}}