{"id":"W1964234805","doi":"10.1118/1.4740217","title":"Sci—Sat AM: Brachy — 10: Adaptation of the CVT algorithm for catheter optimization in high dose rate brachytherapy","year":2012,"lang":"en","type":"article","venue":"Medical Physics","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre hospitalier universitaire de Québec","funders":"","keywords":"Brachytherapy; Algorithm; Dosimetry; Prostate brachytherapy; Catheter; Computer science; Radiation treatment planning; Medicine; Nuclear medicine; Radiology; Radiation therapy","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":[0.0007554226,0.0005308089,0.0003770783,0.0005247822,0.0003028605,0.00069455,0.001120702,0.0009116264,0.006105913],"category_scores_gemma":[0.002065529,0.0003720566,0.0005927111,0.0006718865,0.0002967046,0.0003974055,0.0006154646,0.0006935625,0.001797006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005586503,"about_ca_system_score_gemma":0.0009440392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003782819,"about_ca_topic_score_gemma":0.004561058,"domain_scores_codex":[0.9996192,0.0001207035,0.00002104873,0.00005981329,0.000156197,0.00002284569],"domain_scores_gemma":[0.9994041,0.000227255,0.00006265751,0.00008158383,0.0001931394,0.00003125116],"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":[0.0003137345,0.00009879118,0.002045856,0.000301782,0.0001454594,0.0001876525,0.000147775,0.4781707,0.03580675,0.006024198,0.01118247,0.4655749],"study_design_scores_gemma":[0.00004599879,0.00006434799,0.0009499773,0.00001682848,0.0000159012,0.000175332,0.000008688163,0.9756361,0.009522323,0.001184229,0.01235706,0.00002315112],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009180215,0.0002416579,0.9851148,0.00009337245,0.0001150865,0.00006945783,0.00009065198,0.002525127,0.002569595],"genre_scores_gemma":[0.1321962,0.000265688,0.8609996,0.0001255172,0.00007900342,0.0001928747,0.0004147354,0.001393249,0.004333072],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006105913,"threshold_uncertainty_score":0.02042627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02437116952281922,"score_gpt":0.2875454363684045,"score_spread":0.2631742668455853,"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."}}