{"id":"W4386986430","doi":"10.1016/j.brachy.2023.06.042","title":"PSOR12  Presentation Time: 5:25 PM","year":2023,"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":"Université Laval","funders":"","keywords":"Medicine; Nuclear medicine; Medical physics; Dose-volume histogram; Dosimetry; Radiation treatment planning; Radiation therapy; 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":[0.001321236,0.00209065,0.00182487,0.001895618,0.003695514,0.008409657,0.002066875,0.005630663,0.9269943],"category_scores_gemma":[0.003357715,0.001080611,0.002598167,0.0009491469,0.0006771362,0.001689403,0.004177875,0.003090902,0.8659117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001857653,"about_ca_system_score_gemma":0.001086504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003574969,"about_ca_topic_score_gemma":0.01060683,"domain_scores_codex":[0.9991115,0.0000955432,0.00002289818,0.0001516473,0.00031633,0.0003021409],"domain_scores_gemma":[0.9977457,0.0001962738,0.00005752587,0.0001827785,0.0008106552,0.001006973],"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":[0.0008350394,0.0001151139,0.0002007595,0.0001819508,0.00001801694,0.0002287159,0.00007297091,0.0001235476,0.001653051,0.001295551,0.9691059,0.02616925],"study_design_scores_gemma":[0.0001799435,0.0003101362,0.002441568,0.0002149979,0.00001835152,0.0001305871,0.0001307671,0.0004447556,0.001226205,0.001132264,0.9937313,0.00003896398],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002696451,0.0006018794,0.001608645,0.003242867,0.01491547,0.0006070856,0.005527899,0.009749448,0.9610503],"genre_scores_gemma":[0.005013295,0.0001462903,0.0003039021,0.0003431332,0.001240189,0.00008085616,0.001357112,0.001622723,0.9898925],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07300568,"threshold_uncertainty_score":0.1041337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01044653030426522,"score_gpt":0.3032744012065841,"score_spread":0.2928278709023188,"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."}}