{"id":"W2790075066","doi":"10.1016/j.brachy.2018.01.001","title":"Demonstration of simulated annealing optimization for permanent breast seed implant treatment planning","year":2018,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Simulated annealing; Annealing (glass); Implant; Medical physics; Surgery; Mathematical optimization; Composite material","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":[0.0002647266,0.0005312227,0.0003505149,0.0001635286,0.000303256,0.0004535429,0.0006448056,0.0006561126,0.008233263],"category_scores_gemma":[0.0007584835,0.0003365077,0.0004483656,0.0001785574,0.000301534,0.0001774496,0.0004453689,0.000526531,0.0004535143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004250501,"about_ca_system_score_gemma":0.0006952473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003509005,"about_ca_topic_score_gemma":0.00357161,"domain_scores_codex":[0.9998809,0.00003104246,0.000004197092,0.00001234942,0.00005524821,0.00001623],"domain_scores_gemma":[0.9997208,0.0001743687,0.00001582467,0.00003168988,0.00003872172,0.00001858069],"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":[0.0003423685,0.00009385819,0.000780526,0.0001116016,0.00004795448,0.0002092019,0.0001172091,0.9415001,0.02454875,0.004594335,0.00371677,0.0239373],"study_design_scores_gemma":[0.00002957028,0.00006275474,0.0003298025,0.000005119844,0.00000725056,0.00003908313,0.00001241473,0.9889436,0.007097637,0.001130931,0.002332877,0.000009074998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2171509,0.0005459942,0.7001368,0.001381179,0.0003598697,0.0003117239,0.0007559407,0.007920536,0.07143703],"genre_scores_gemma":[0.8409944,0.00009834657,0.1515765,0.0001201163,0.00001834564,0.0001342186,0.0002449246,0.0006592477,0.006153875],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008233263,"threshold_uncertainty_score":0.02754295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0256778388249649,"score_gpt":0.3056038304038467,"score_spread":0.2799259915788818,"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."}}