{"id":"W2610922251","doi":"10.1016/j.brachy.2017.04.143","title":"Five Years Outcomes of Image Guided Brachytherapy (IGBT) with Inverse Planning for Locally Advanced Cervical Cancer","year":2017,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Brachytherapy; Cervical cancer; Radiation treatment planning; Inverse; Medical physics; Simulated annealing; Cancer; Radiology; Internal medicine; Radiation therapy; Mathematical optimization","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":[0.0007897402,0.0002569486,0.0005559148,0.0004856606,0.0003629522,0.0006613463,0.0003451252,0.0006297682,0.002476769],"category_scores_gemma":[0.002176145,0.0001013456,0.001814855,0.0005267426,0.0003316218,0.0004929589,0.0004738977,0.0005708318,0.0002641419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118327,"about_ca_system_score_gemma":0.0006672054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006807257,"about_ca_topic_score_gemma":0.007158135,"domain_scores_codex":[0.9994283,0.00009627084,0.00005504144,0.00008702415,0.0001192233,0.0002139848],"domain_scores_gemma":[0.9990741,0.0001827208,0.0002924817,0.00007846706,0.0001148089,0.00025733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06191685,0.007044574,0.6421503,0.0005627554,0.003504196,0.002940346,0.001116723,0.01693217,0.005170642,0.001236717,0.003567828,0.2538568],"study_design_scores_gemma":[0.0005545209,0.03430606,0.9531036,0.0001286947,0.002479199,0.001205281,0.0005078767,0.002798308,0.001140912,0.0008523845,0.002840465,0.00008277019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948199,0.001896762,0.0003599991,0.0001549593,0.00006021975,0.00002259042,0.0008839385,0.00001969949,0.00178192],"genre_scores_gemma":[0.9979894,0.0002452845,0.00007128935,0.00005693507,0.00002080922,0.000009359674,0.001037526,0.000004112466,0.0005652096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006807257,"threshold_uncertainty_score":0.01353526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03867745456897681,"score_gpt":0.3690543716906579,"score_spread":0.3303769171216811,"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."}}