{"id":"W2774405294","doi":"10.1016/j.brachy.2017.11.009","title":"Development and characterization of an anthropomorphic breast phantom for permanent breast seed implant brachytherapy credentialing","year":2017,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"National Cancer Institute; Canadian Institutes of Health Research","keywords":"Hounsfield scale; Imaging phantom; Brachytherapy; Medicine; Credentialing; Nuclear medicine; Implant; Consistency (knowledge bases); Biomedical engineering; Medical physics; Computed tomography; Radiology; Radiation therapy; Artificial intelligence; Computer science; Surgery","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":[0.0008570028,0.0004583096,0.0003007299,0.0004497999,0.0001934545,0.0007679943,0.000778807,0.0007545797,0.002820974],"category_scores_gemma":[0.002396726,0.0004320613,0.0002509814,0.000264948,0.0003886418,0.0004472583,0.0006685784,0.0003419676,0.0006457056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002815693,"about_ca_system_score_gemma":0.0009209505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003997611,"about_ca_topic_score_gemma":0.0006837464,"domain_scores_codex":[0.999617,0.00007834134,0.00001986761,0.00004120565,0.0002202243,0.00002337403],"domain_scores_gemma":[0.9986583,0.0005412577,0.0001769312,0.0002451572,0.000287803,0.00009049579],"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":[0.0006092211,0.0003268147,0.009640711,0.0008096728,0.00005515671,0.001587686,0.0009142704,0.06559148,0.777761,0.004819946,0.004129507,0.1337546],"study_design_scores_gemma":[0.0001405324,0.002319591,0.02645775,0.0002181413,0.0002059548,0.009739147,0.0006740252,0.287581,0.5756621,0.002138833,0.09460106,0.0002618098],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2415279,0.0007945494,0.7418591,0.0005437859,0.0001855098,0.0008828915,0.0007492689,0.002052696,0.01140423],"genre_scores_gemma":[0.7195082,0.0004457035,0.2705561,0.0002213368,0.000017044,0.0004439109,0.0005835916,0.0004834975,0.007740699],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002820974,"threshold_uncertainty_score":0.009437084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0228864406521565,"score_gpt":0.292064411770919,"score_spread":0.2691779711187625,"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."}}