{"id":"W2103928477","doi":"10.1016/j.brachy.2011.02.043","title":"Different Tissue Modeling Schemes in Post-implant Assessment of Breast LDR Brachytherapy","year":2011,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advanced X-ray and CT Imaging","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Centre hospitalier universitaire de Québec","funders":"","keywords":"Adipose tissue; Medicine; Voxel; Breast tissue; Brachytherapy; Nuclear medicine; Monte Carlo method; Dosimetry; Metric (unit); Implant; Breast density; Radiology; Biomedical engineering; Radiation therapy; Breast cancer; Mammography; Internal medicine; Surgery; Mathematics; Statistics","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":[0.0008865412,0.0004368625,0.0002600942,0.0006053149,0.0001536437,0.001162155,0.0005734997,0.0007461215,0.0008369448],"category_scores_gemma":[0.001707974,0.000336671,0.0004597398,0.0003419249,0.0002285699,0.0005499639,0.0003371741,0.0003167946,0.0002955082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000390626,"about_ca_system_score_gemma":0.0003662294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001633754,"about_ca_topic_score_gemma":0.001688886,"domain_scores_codex":[0.9997583,0.00009061715,0.00001983475,0.00002390051,0.0000866753,0.00002081092],"domain_scores_gemma":[0.9996195,0.0001902609,0.00004677036,0.00004580918,0.00007974586,0.00001802027],"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":[0.000804953,0.0001645708,0.009391816,0.000432374,0.00009558784,0.0004136259,0.0005896474,0.6087581,0.1920738,0.004944372,0.0006762072,0.1816549],"study_design_scores_gemma":[0.00001479204,0.0001478398,0.003908182,0.00004413831,0.00006309095,0.0004989121,0.00009643671,0.9393921,0.05287077,0.0006901951,0.002230024,0.00004341163],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2927268,0.002259227,0.6993758,0.0002818569,0.00007499479,0.0001876727,0.0001850343,0.0008301352,0.0040785],"genre_scores_gemma":[0.9036255,0.0008973516,0.09238821,0.00005199417,0.00001233713,0.00006304293,0.00009736764,0.0002185565,0.002645471],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001633754,"threshold_uncertainty_score":0.004688561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01687022508246465,"score_gpt":0.2592464951495859,"score_spread":0.2423762700671213,"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."}}