{"id":"W4403759165","doi":"10.1016/j.brachy.2024.08.109","title":"GSOR11 Presentation Time: 12:20 PM","year":2024,"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":"Alberta Health; Alberta Health Services","funders":"","keywords":"Medicine; Presentation (obstetrics); Medical physics; 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":[0.00159076,0.002188163,0.001869343,0.002245515,0.003088338,0.00975775,0.002531017,0.004677099,0.9559297],"category_scores_gemma":[0.004336461,0.001040273,0.0023043,0.001396421,0.0008887521,0.001610984,0.004573289,0.002676407,0.904539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001969145,"about_ca_system_score_gemma":0.001393983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004011936,"about_ca_topic_score_gemma":0.01159676,"domain_scores_codex":[0.9990146,0.000136686,0.00002323049,0.0001561058,0.0003275764,0.0003417366],"domain_scores_gemma":[0.9974203,0.0003085401,0.00005967938,0.0002438659,0.0008635402,0.001104016],"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":[0.0005775599,0.00008033145,0.000154915,0.0001334632,0.00001389059,0.0001179052,0.00005622626,0.0001232871,0.0009286691,0.001237406,0.9706139,0.02596241],"study_design_scores_gemma":[0.0001419187,0.0001918066,0.001586452,0.0001704103,0.00001746681,0.00007540702,0.000121074,0.0004950724,0.001221343,0.001273301,0.9946679,0.00003806322],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002167603,0.0003960679,0.00200414,0.003209275,0.007867019,0.0004795398,0.008630179,0.01527051,0.9599758],"genre_scores_gemma":[0.004918814,0.0001176767,0.0003858592,0.0003553609,0.0007239751,0.00007655431,0.002086184,0.002469728,0.9888658],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0440703,"threshold_uncertainty_score":0.06286097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01065119497231525,"score_gpt":0.3150086433945034,"score_spread":0.3043574484221881,"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."}}