{"id":"W2015255232","doi":"10.1118/1.3613498","title":"TH‐B‐301‐01: FFDM Quality Control Testing in Canada ‐ a Vendor‐Neutral Approach","year":2011,"lang":"en","type":"article","venue":"Medical Physics","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mammography; Quality assurance; Digital mammography; Medical physics; Vendor; Imaging phantom; Quality (philosophy); Image quality; Medical physicist; Presentation (obstetrics); Computer science; Test (biology); Quality control; Control (management); Medicine; Artificial intelligence; Nuclear medicine; Breast cancer; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02190142,0.00062282,0.0004621725,0.00498541,0.003954806,0.004659967,0.004366511,0.001291836,0.006955218],"category_scores_gemma":[0.02191043,0.0008728981,0.0007741768,0.004901737,0.002286731,0.0008833712,0.002298897,0.001583893,0.001352812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09523895,"about_ca_system_score_gemma":0.2293779,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9789087,"about_ca_topic_score_gemma":0.9779809,"domain_scores_codex":[0.9726692,0.004027879,0.001195756,0.001661944,0.01783027,0.002614832],"domain_scores_gemma":[0.9360118,0.002851997,0.001514823,0.001938114,0.05467548,0.003007717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001454054,0.001398586,0.1887722,0.001724437,0.000277312,0.001551586,0.004002873,0.007916971,0.03173383,0.05829797,0.1848751,0.517995],"study_design_scores_gemma":[0.000340239,0.001004417,0.4247866,0.00143083,0.0001836454,0.0007801192,0.003010468,0.01411111,0.02184025,0.002612425,0.5296205,0.0002794737],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2801664,0.01105905,0.1201739,0.04059132,0.001100561,0.01141449,0.0250311,0.005314562,0.5051486],"genre_scores_gemma":[0.6956611,0.00513857,0.1405813,0.01484996,0.0001243465,0.003325636,0.01488155,0.001019614,0.1244179],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09523895,"threshold_uncertainty_score":0.6910101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05358472474009476,"score_gpt":0.2595071982912444,"score_spread":0.2059224735511496,"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."}}