{"id":"W3167364173","doi":"10.1016/j.jmir.2021.03.023","title":"Utilizing a Radiation Therapist Champion Model to Improve ESAS-r/EPIC Completion Rates During the COVID-19 Pandemic","year":2021,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Southlake Regional Health Center","funders":"","keywords":"Champion; Coronavirus disease 2019 (COVID-19); Pandemic; EPIC; Interactive kiosk; Medicine; Internal medicine; Computer science; History","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":[],"consensus_categories":[],"category_scores_codex":[0.005972192,0.0003903943,0.0002434008,0.0005697221,0.001561235,0.001522195,0.001837176,0.0006317752,0.02635007],"category_scores_gemma":[0.0177696,0.0002856228,0.0004146694,0.0004211296,0.0004550402,0.001493883,0.002564467,0.001498551,0.003524274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003252363,"about_ca_system_score_gemma":0.01770121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03226458,"about_ca_topic_score_gemma":0.07963348,"domain_scores_codex":[0.9980241,0.0009679173,0.00005136902,0.0001827695,0.0002731631,0.0005006737],"domain_scores_gemma":[0.9930961,0.001256274,0.000557507,0.0004153378,0.001306488,0.003368353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.00381075,0.01753173,0.2752088,0.000338479,0.0002159797,0.0004233498,0.006434586,0.03558676,0.00340843,0.008948972,0.1371967,0.5108954],"study_design_scores_gemma":[0.004121383,0.02435392,0.4758388,0.001226719,0.0004397128,0.0007555252,0.02848196,0.2091579,0.01083338,0.0125168,0.2318658,0.0004080813],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9230459,0.0002114885,0.01289316,0.01961289,0.0006609901,0.002065304,0.001334231,0.001370837,0.03880518],"genre_scores_gemma":[0.9688537,0.0001920962,0.01316792,0.001907693,0.0001025267,0.001427054,0.0009567901,0.0001883191,0.01320393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03226458,"threshold_uncertainty_score":0.08814979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05073661481078934,"score_gpt":0.3845040963242902,"score_spread":0.3337674815135009,"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."}}