{"id":"W2086250573","doi":"10.1016/j.ijrobp.2006.08.042","title":"Permanent prostate implant using high activity seeds and inverse planning with fast simulated annealing algorithm: A 12-year Canadian experience","year":2006,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre hospitalier universitaire de Québec; Hôtel-Dieu de Québec; Université Laval","funders":"","keywords":"Medicine; Genitourinary system; Implant; Urology; Toxicity; Prostate; Prostate-specific antigen; Algorithm; Prostate cancer; Stage (stratigraphy); Surgery; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001262762,0.00148437,0.00144324,0.0007773064,0.00196138,0.001030334,0.002079194,0.001113072,0.004269777],"category_scores_gemma":[0.001957002,0.0006315723,0.001710073,0.001871382,0.001366679,0.0005534569,0.0008338228,0.001181119,0.0009316258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005343662,"about_ca_system_score_gemma":0.007755442,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3934447,"about_ca_topic_score_gemma":0.4076118,"domain_scores_codex":[0.9993382,0.0001113928,0.00004228422,0.00009670714,0.0002595628,0.0001518453],"domain_scores_gemma":[0.99932,0.0001581973,0.00005388202,0.0001243936,0.0001412097,0.0002024371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0120891,0.02749716,0.1641502,0.001400726,0.001347409,0.0215349,0.01336874,0.08529045,0.04295104,0.002012268,0.01156017,0.6167978],"study_design_scores_gemma":[0.004076532,0.04537981,0.5792029,0.0004775089,0.002718379,0.08772518,0.007132732,0.0915617,0.08381739,0.002080688,0.09406582,0.001761352],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813508,0.002278072,0.008572935,0.0005095637,0.00008899275,0.000284827,0.0006790817,0.0001769734,0.006058803],"genre_scores_gemma":[0.9681603,0.004581757,0.01321291,0.0002010316,0.00006010411,0.00006575874,0.0009833685,0.0003681156,0.01236669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6065553,"threshold_uncertainty_score":0.7823092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02028655404882278,"score_gpt":0.3146188718386714,"score_spread":0.2943323177898486,"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."}}