{"id":"W2017450822","doi":"10.1117/12.708347","title":"Characterization of a CMOS detector for limited-view mammography","year":2007,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba","funders":"Manitoba Medical Service Foundation","keywords":"Detective quantum efficiency; Optical transfer function; Detector; Optics; X-ray detector; CMOS; Materials science; Mammography; Digital radiography; Image sensor; Image quality; Computed radiography; Physics; Optoelectronics; Computer science; Radiography; Medicine","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":[0.0007190713,0.0002890762,0.0005250786,0.0002800988,0.00005346546,0.00005754966,0.0004363655,0.000165394,0.000006179391],"category_scores_gemma":[0.000421963,0.0002399967,0.001164003,0.0006905956,0.0002391894,0.0005104975,0.00006798525,0.0002035996,4.004283e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007484126,"about_ca_system_score_gemma":0.00003102241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000320325,"about_ca_topic_score_gemma":8.249927e-8,"domain_scores_codex":[0.9978271,7.226562e-9,0.0008305066,0.000328723,0.0006009119,0.0004127931],"domain_scores_gemma":[0.9970573,0.0001480301,0.0004775207,0.00006013901,0.002095951,0.0001610555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004688019,0.000253304,0.00269463,0.001725976,0.0006362337,1.221466e-7,0.0001267948,0.000001700394,0.877346,0.1120285,0.0002542669,0.004463726],"study_design_scores_gemma":[0.003376352,0.00148459,0.02776209,0.001793894,0.0007514884,0.00009071493,0.0009019292,0.004316587,0.9494352,0.001087639,0.008452683,0.000546788],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955103,0.0001046154,0.0004261771,0.001131398,0.0001820685,0.001020765,0.0001071263,0.00007915901,0.001438359],"genre_scores_gemma":[0.9354271,0.00009653965,0.06354082,0.0001719362,0.0004311997,0.0001258519,0.00003950283,0.00007018437,0.00009682959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1109408,"threshold_uncertainty_score":0.9786782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01004785802241565,"score_gpt":0.2303408462984322,"score_spread":0.2202929882760166,"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."}}