{"id":"W1988209995","doi":"10.1109/iembs.2011.6091347","title":"Optimization-based dosimetry planning for brachytherapy","year":2011,"lang":"en","type":"article","venue":"","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute","funders":"","keywords":"Dosimetry; Computer science; Brachytherapy; Plan (archaeology); Radiation treatment planning; Medical physics; Software; Nuclear medicine; Radiation therapy; Medicine; Programming language; Radiology","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":[0.0006342775,0.0007650068,0.0006589203,0.0006695132,0.0003899506,0.0007885909,0.00078766,0.000509773,0.004255326],"category_scores_gemma":[0.001515163,0.0006026562,0.0006187338,0.00111585,0.0004223116,0.0004933355,0.000680829,0.001149873,0.001223338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001081036,"about_ca_system_score_gemma":0.001122906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004468675,"about_ca_topic_score_gemma":0.004939968,"domain_scores_codex":[0.999447,0.0001472103,0.00002972667,0.00005761441,0.0002980154,0.00002037947],"domain_scores_gemma":[0.9996415,0.0001547696,0.00004688487,0.00005141989,0.00009233909,0.00001304595],"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":[0.0001029712,0.00003720217,0.000310007,0.0002860189,0.0000584351,0.00003845894,0.00009060563,0.6498895,0.01983769,0.01652124,0.007690946,0.3051369],"study_design_scores_gemma":[0.00003615148,0.00004654229,0.0008427989,0.00006345635,0.00003820619,0.0001183239,0.00001243015,0.9281393,0.01570453,0.01623598,0.03870598,0.00005634964],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001166705,0.0008588838,0.994211,0.00009055742,0.0000299053,0.00005490621,0.00006992558,0.001324142,0.002193928],"genre_scores_gemma":[0.07288881,0.00152807,0.9206376,0.0001345671,0.00004090492,0.0002403832,0.000434341,0.0009448617,0.003150415],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004468675,"threshold_uncertainty_score":0.0142355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02807330156588981,"score_gpt":0.2980356654036665,"score_spread":0.2699623638377767,"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."}}