{"id":"W4250585629","doi":"10.1016/j.brachy.2021.06.034","title":"PHSOR08 Presentation Time: 10:35 AM","year":2021,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Brachytherapy; Soft palate; Presentation (obstetrics); Soft tissue; External beam radiation; Medical physics; Radiology; Surgery; Radiation therapy","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006941883,0.00009490123,0.0002848656,0.00003099503,0.00006863877,0.00001459477,0.00002806784,0.00004529612,0.003581841],"category_scores_gemma":[0.00004765015,0.0000790629,0.00009135398,0.0001675397,0.00003025067,0.00005928425,0.00001348925,0.000077687,0.0004470201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003009806,"about_ca_system_score_gemma":0.0001062015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008868083,"about_ca_topic_score_gemma":0.00000721428,"domain_scores_codex":[0.999267,0.00003788754,0.0001531327,0.0001933551,0.0001854619,0.0001631297],"domain_scores_gemma":[0.999541,0.00005309614,0.00003429453,0.0002003412,0.000104259,0.00006694238],"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":[0.002017352,0.0008862118,0.01665007,0.000171664,0.0007231035,0.000465709,0.002724298,0.000006824842,0.2302315,0.0005103201,0.3912304,0.3543825],"study_design_scores_gemma":[0.01266228,0.0008116367,0.114765,0.0001954368,0.000109683,0.0001916651,0.0002785895,0.0003468627,0.07677801,0.0003640957,0.7931716,0.0003250994],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8632629,0.01059748,0.0001136391,0.01023195,0.0003693673,0.0004429033,0.000008261954,0.0001796557,0.1147939],"genre_scores_gemma":[0.6241747,0.005625735,0.002554272,0.009353604,0.001706177,0.000168995,0.0001615945,0.00008293369,0.3561721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4019412,"threshold_uncertainty_score":0.997329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02385877053184678,"score_gpt":0.3283170298336595,"score_spread":0.3044582593018127,"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."}}