{"id":"W2069969439","doi":"10.1016/j.brachy.2008.02.231","title":"Evaluation of 192Ir high-dose-rate rectal brachytherapy treatment plans using a fast Monte Carlo photon transport code","year":2008,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Brachytherapy; Medicine; Monte Carlo method; Shielded cable; Dose rate; Nuclear medicine; Dosimetry; Cohort; Radiation treatment planning; Photon; Medical physics; Radiology; Radiation therapy; Optics; Physics; Internal medicine; Statistics; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004615802,0.000463996,0.0006323766,0.0001550819,0.0001930683,0.00001309349,0.0001955714,0.0001122457,0.0006463644],"category_scores_gemma":[0.000001980585,0.0004225471,0.0002950797,0.0002888553,0.0001547423,0.0003322705,0.000005429184,0.0001658344,0.00000407806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000313054,"about_ca_system_score_gemma":0.0002802299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00197963,"about_ca_topic_score_gemma":0.0001187674,"domain_scores_codex":[0.9975914,0.0002838209,0.000579518,0.000542128,0.000574572,0.0004285492],"domain_scores_gemma":[0.9985995,0.00006254879,0.0004018087,0.0005634499,0.0002671687,0.0001054896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002254419,0.003110517,0.1800386,0.00003211005,0.002819858,0.00004643681,0.01350288,0.04305852,0.4524212,0.001063513,0.0003163575,0.3013355],"study_design_scores_gemma":[0.02937376,0.004628838,0.08160177,0.0002777157,0.0008086078,0.0001285838,0.0005923181,0.104802,0.7527777,0.004323666,0.01781318,0.002871954],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692128,0.0007849733,0.02758414,0.00004268612,0.0001733409,0.001245217,0.0002886829,0.000250529,0.0004176702],"genre_scores_gemma":[0.9877368,0.0004552336,0.01065862,0.00007035783,0.0003371663,0.0002391331,0.00006295183,0.0002020774,0.0002376227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3003564,"threshold_uncertainty_score":0.9998226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04342328271757669,"score_gpt":0.3142640537507937,"score_spread":0.2708407710332171,"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."}}