{"id":"W1977289285","doi":"10.1118/1.3181888","title":"SU‐FF‐T‐406: Toward a More Accurate Dose Calculation Technique Using a Semiautomatic Organ Contouring in Monte Carlo Post‐Implant Assessment of Breast LDR Brachytherapy","year":2009,"lang":"en","type":"article","venue":"Medical Physics","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Adipose tissue; Contouring; Breast tissue; Medicine; Brachytherapy; Breast cancer; Nuclear medicine; Radiology; Radiation therapy; Cancer; Computer science; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00132884,0.0004614393,0.000261715,0.0007617108,0.0001837374,0.001141764,0.0008915922,0.0006888479,0.001735263],"category_scores_gemma":[0.002615196,0.0005157511,0.0004875466,0.0004529048,0.0002458866,0.0004028818,0.0003714405,0.0003964858,0.000555822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005675022,"about_ca_system_score_gemma":0.0006918438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002909184,"about_ca_topic_score_gemma":0.002784299,"domain_scores_codex":[0.9995909,0.0001439254,0.00002638456,0.00003164629,0.0001904249,0.00001675246],"domain_scores_gemma":[0.9993147,0.0002879897,0.0001079536,0.0001117193,0.0001490936,0.00002850997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006891601,0.000174816,0.01129753,0.0005268747,0.0001863802,0.0002236656,0.0004788832,0.4643306,0.2412055,0.005173529,0.00326221,0.2724509],"study_design_scores_gemma":[0.00003092926,0.0001275656,0.005774931,0.00002092682,0.00003494098,0.000471121,0.00002676076,0.9140759,0.07445572,0.0007384981,0.00418918,0.00005345768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08107867,0.000355996,0.9130692,0.000138048,0.0000220675,0.00008877223,0.0001606898,0.00355134,0.001535215],"genre_scores_gemma":[0.3967555,0.000189073,0.5995641,0.0001308759,0.00001182653,0.0001201012,0.0003523406,0.001387107,0.001489086],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002909184,"threshold_uncertainty_score":0.007027686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02822102124600982,"score_gpt":0.3731179580907621,"score_spread":0.3448969368447523,"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."}}