{"id":"W1970253617","doi":"10.1007/s10278-005-6974-7","title":"Assessment of PACS Display Systems","year":2005,"lang":"en","type":"article","venue":"Journal of Digital Imaging","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver Coastal Health; Vancouver General Hospital","funders":"","keywords":"Luminance; Photometer; Computer science; Contrast (vision); Visibility; Workstation; Medical physics; Emergency rooms; Contrast ratio; High contrast; Computer graphics (images); Medicine; Computer vision; Optics; Medical emergency; Physics","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":[0.0002233638,0.000126772,0.0003889101,0.0003187091,0.0000226056,0.0001922086,0.0001101052,0.00001785554,0.000007302932],"category_scores_gemma":[0.00005573124,0.00009457407,0.0003015496,0.0002301803,0.0000839052,0.001693416,0.00002846944,0.0001965677,0.000003111178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006942716,"about_ca_system_score_gemma":0.0001171569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001566303,"about_ca_topic_score_gemma":6.756531e-8,"domain_scores_codex":[0.9985813,0.000009960744,0.000633197,0.00009339846,0.0004814608,0.0002006617],"domain_scores_gemma":[0.9988956,0.00006082032,0.0004407298,0.0001398662,0.000284173,0.0001788088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008303027,0.0008109365,0.7945215,0.0002408258,0.000342754,0.0003507299,0.0001462241,0.0002791682,0.004828776,0.001378535,0.00159175,0.1954257],"study_design_scores_gemma":[0.01011766,0.001614038,0.8295929,0.006630598,0.001096483,0.04949269,0.003113477,0.02106633,0.003971577,0.0007732902,0.07152016,0.001010729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.870751,0.001907414,0.006270032,0.001808294,0.0004216174,0.0001530753,0.0000279261,0.00002807161,0.1186326],"genre_scores_gemma":[0.9982055,0.00001791937,0.001104626,0.00008509032,0.0003603487,5.875723e-7,0.00000340739,0.00001704633,0.0002055101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.194415,"threshold_uncertainty_score":0.3856619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008905980488059814,"score_gpt":0.290244714956889,"score_spread":0.2813387344688292,"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."}}