{"id":"W2082186719","doi":"10.1118/1.3125136","title":"The evolution of brachytherapy treatment planning","year":2009,"lang":"en","type":"review","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":193,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre hospitalier universitaire de Québec","funders":"","keywords":"Brachytherapy; Radiation treatment planning; Medical physics; Formalism (music); Monte Carlo method; Computer science; Radiobiology; Dosimetry; Medical physicist; Physics; Medicine; Nuclear medicine; Radiology; Radiation therapy; Mathematics","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":[0.001796244,0.0005552293,0.000968261,0.00154374,0.0002880693,0.00141214,0.002352734,0.001268936,0.001833159],"category_scores_gemma":[0.002372497,0.0005373058,0.0005416446,0.00176828,0.001442478,0.001676997,0.0008328545,0.00254373,0.001818255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001740681,"about_ca_system_score_gemma":0.001725251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002396252,"about_ca_topic_score_gemma":0.001784618,"domain_scores_codex":[0.9992299,0.000206796,0.00004765792,0.0001234034,0.0003675843,0.0000246022],"domain_scores_gemma":[0.9990574,0.000429988,0.00009399084,0.00005703911,0.0003182473,0.00004345254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002736285,0.0000255524,0.0002459621,0.003575501,0.00004649808,0.0001734152,0.000163453,0.003103294,0.00162498,0.02192856,0.013113,0.9559724],"study_design_scores_gemma":[0.000008142662,0.00005608769,0.001017135,0.001856822,0.00002976495,0.002034401,0.00007950311,0.001277272,0.001285895,0.01114767,0.981171,0.00003630572],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005649251,0.9749933,0.01470891,0.001634229,0.0005033102,0.0000188386,0.000021474,0.00007995774,0.007474998],"genre_scores_gemma":[0.009564185,0.9665618,0.01866266,0.0009357561,0.0007760787,0.0000436673,0.00006451842,0.00004557931,0.003345801],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002396252,"threshold_uncertainty_score":0.01262957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02663178644464806,"score_gpt":0.3667827284490677,"score_spread":0.3401509420044196,"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."}}