{"id":"W4310655840","doi":"10.1016/j.brachy.2022.09.016","title":"PP04  Presentation Time: 9:30 AM","year":2022,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jewish General Hospital; Centre Hospitalier de l’Université de Montréal; McGill University","funders":"","keywords":"Brachytherapy; Medicine; Nuclear medicine; Radiation treatment planning; Dosimetry; Radiation therapy; Radiology","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":[0.001183752,0.002443196,0.001979327,0.0023891,0.004428206,0.009504099,0.002447179,0.007060619,0.9288641],"category_scores_gemma":[0.003694636,0.001027903,0.002937971,0.001442893,0.0009786069,0.002092824,0.004489269,0.004037069,0.8633053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001837526,"about_ca_system_score_gemma":0.001232486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003714422,"about_ca_topic_score_gemma":0.008754938,"domain_scores_codex":[0.9991172,0.00009072718,0.00002560181,0.0001472889,0.0002735001,0.0003457296],"domain_scores_gemma":[0.9978192,0.0002406973,0.00005317825,0.000142844,0.0007746238,0.0009695375],"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":[0.0007315992,0.000144894,0.0002186293,0.0002483476,0.00002523614,0.0002092092,0.00008394343,0.000130216,0.001336004,0.001756414,0.965986,0.02912949],"study_design_scores_gemma":[0.00013652,0.0002210288,0.00250273,0.0003507992,0.00002437598,0.00009718595,0.0001526158,0.0002809512,0.0006329603,0.001281349,0.9942864,0.00003303969],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001964714,0.0006539479,0.00077381,0.002597981,0.02192293,0.0004855848,0.003816988,0.003225943,0.9645582],"genre_scores_gemma":[0.003097444,0.0002160098,0.0001199783,0.0003536054,0.00162456,0.0000788567,0.0007703208,0.0006384104,0.9931009],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07113588,"threshold_uncertainty_score":0.1014666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006924447729298598,"score_gpt":0.2770493028714587,"score_spread":0.2701248551421601,"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."}}