{"id":"W4310958805","doi":"10.1002/mp.16114","title":"An experimental framework for assessing the detective quantum efficiency of spectroscopic x‐ray detectors","year":2022,"lang":"en","type":"article","venue":"Medical Physics","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Research Foundation","keywords":"Detective quantum efficiency; Optical transfer function; Detector; X-ray detector; Optics; Physics; Computer science; Image quality; Mathematics; Artificial intelligence; 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":[0.008121915,0.001258303,0.0006857357,0.002262532,0.001249559,0.002392226,0.003824238,0.002321318,0.003535392],"category_scores_gemma":[0.01298929,0.0009102516,0.0008939386,0.0009924255,0.003897623,0.00288155,0.003323541,0.002518174,0.000669831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003200005,"about_ca_system_score_gemma":0.001861945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001667644,"about_ca_topic_score_gemma":0.001238164,"domain_scores_codex":[0.9927071,0.002242733,0.0003781514,0.001170053,0.003221451,0.0002806141],"domain_scores_gemma":[0.9942007,0.002753277,0.0006882689,0.001175815,0.0009815504,0.0002004123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004788853,0.001157984,0.003968762,0.0008438189,0.0001367459,0.0002689137,0.0003733981,0.05786911,0.4211908,0.4390785,0.001695497,0.07293758],"study_design_scores_gemma":[0.0001511522,0.00138953,0.006120127,0.0002822557,0.00008474586,0.0003463405,0.0003920605,0.4558354,0.3513454,0.166529,0.01721601,0.0003079687],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01701394,0.0003102207,0.975736,0.0002725798,0.00006634562,0.0007026102,0.0002896294,0.0003729436,0.005235791],"genre_scores_gemma":[0.2524207,0.0004363921,0.7414921,0.0002483243,0.00005938689,0.003137799,0.000286843,0.0001013936,0.001817072],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008121915,"threshold_uncertainty_score":0.04295337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01587450189968556,"score_gpt":0.3353254760331257,"score_spread":0.3194509741334401,"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."}}