{"id":"W3173521037","doi":"10.1016/j.brachy.2021.05.091","title":"PRSOR12 Presentation Time: 12:55 PM","year":2021,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Presentation (obstetrics); Surgery","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001371504,0.002069015,0.002198889,0.00184746,0.003119813,0.00911598,0.002486931,0.005028195,0.9460821],"category_scores_gemma":[0.004542621,0.001176801,0.002390531,0.00108868,0.0007231192,0.001662437,0.004388453,0.002870223,0.8952214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00140812,"about_ca_system_score_gemma":0.001033447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003143886,"about_ca_topic_score_gemma":0.008740557,"domain_scores_codex":[0.9991437,0.0001103854,0.00002172115,0.0001467768,0.0002860691,0.0002912909],"domain_scores_gemma":[0.9975713,0.0002936311,0.00006447803,0.0002301267,0.000865472,0.0009750234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009127686,0.0001106818,0.0002221309,0.000213377,0.00001980182,0.0001718925,0.00008900954,0.0001252721,0.001264941,0.001243323,0.9608207,0.03480608],"study_design_scores_gemma":[0.0002110922,0.0002950892,0.002020293,0.0002350714,0.00002110979,0.0001242841,0.0001470126,0.0004397903,0.00116032,0.001380988,0.9939276,0.00003720179],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002432097,0.0008176813,0.002116421,0.003301084,0.01115022,0.000671349,0.006194305,0.01437057,0.9589464],"genre_scores_gemma":[0.005021357,0.0002024346,0.0003842875,0.000393577,0.001132293,0.0001032063,0.001448189,0.002221968,0.9890927],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05391794,"threshold_uncertainty_score":0.0769074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01124921783448751,"score_gpt":0.3049543800599095,"score_spread":0.293705162225422,"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."}}