{"id":"W1964041429","doi":"10.1016/j.brachy.2007.02.097","title":"Impact of intraoperative treatment planning on clinical outcomes in I-125 prostate brachytherapy","year":2007,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Hôtel-Dieu de Québec","funders":"","keywords":"Medicine; Brachytherapy; Prostate brachytherapy; Prostate; Radiation treatment planning; Medical physics; Radiology; Internal medicine; Radiation therapy; Cancer","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":[0.001179215,0.0002535641,0.0004051547,0.0003596814,0.0002366488,0.0008292514,0.0003262208,0.0002436028,0.00120357],"category_scores_gemma":[0.011246,0.000175871,0.0004963691,0.000410117,0.0003374001,0.0004056109,0.0004222564,0.000641328,0.0001545124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003717634,"about_ca_system_score_gemma":0.000440255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00131765,"about_ca_topic_score_gemma":0.001883081,"domain_scores_codex":[0.9991379,0.0003709628,0.00008024592,0.00004778382,0.0002792427,0.00008388705],"domain_scores_gemma":[0.9929867,0.004674184,0.001512599,0.0002585726,0.0003362342,0.0002317353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01659338,0.0007626857,0.4842072,0.0005037815,0.0004495503,0.0008657391,0.0008962212,0.0494679,0.01694242,0.00114167,0.001863668,0.4263058],"study_design_scores_gemma":[0.0003486158,0.00911152,0.9037662,0.0001633026,0.001603661,0.004542584,0.0008016601,0.0492682,0.02427378,0.002165648,0.003822533,0.0001323042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830819,0.003203195,0.008163866,0.0004372608,0.0001179939,0.00001368606,0.0001596166,0.0001045439,0.004717883],"genre_scores_gemma":[0.9979905,0.0003606192,0.001213563,0.00002775898,0.00003304637,0.000008084742,0.00007219824,0.00006164539,0.0002325796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00131765,"threshold_uncertainty_score":0.006236374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06558817156501238,"score_gpt":0.4555094569407714,"score_spread":0.389921285375759,"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."}}