{"id":"W3094835502","doi":"10.1016/j.adro.2020.10.022","title":"An Evaluation of Health Numeracy among Radiation Therapists and Dosimetrists","year":2020,"lang":"en","type":"article","venue":"Advances in Radiation Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Manitoba Beekeepers' Association; Mental Health Association of Westchester County; Radiological Society of North America","keywords":"Medicine; Radiation Therapist; Numeracy; Medical education; Family medicine; Radiation therapy; Internal medicine; Literacy; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001341172,0.0001285292,0.0004917569,0.000186073,0.00006731539,0.000003973594,0.00007606276,0.0001616291,0.0001113583],"category_scores_gemma":[0.0004290754,0.0001223034,0.00003353436,0.0004452932,0.0002051811,0.0005980749,0.000007831561,0.0002061311,0.000002489871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004924999,"about_ca_system_score_gemma":0.0003982267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002353543,"about_ca_topic_score_gemma":0.00004633159,"domain_scores_codex":[0.9979194,0.0007162855,0.0005659093,0.0003288268,0.0002788846,0.0001906399],"domain_scores_gemma":[0.9987651,0.0003299538,0.0005038644,0.0001599268,0.0001074886,0.0001337244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002547351,0.0001718836,0.2483322,0.00004768765,0.00001950957,0.00000242838,0.002197277,0.002713108,0.0003096169,0.0003373139,0.00005898112,0.7455552],"study_design_scores_gemma":[0.01178331,0.005029772,0.8348361,0.00005063872,0.00006970257,0.00002916527,0.000581039,0.06722264,0.0008936378,0.002002694,0.07726654,0.0002347932],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8762537,0.1000401,0.01135775,0.008372159,0.0007697162,0.001666993,0.00001418473,0.00006932162,0.001456147],"genre_scores_gemma":[0.9711947,0.02178077,0.00368764,0.002918257,0.0002722512,0.00005484682,0.00006943889,0.0000160218,0.00000603078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7453204,"threshold_uncertainty_score":0.4987387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02764646956999645,"score_gpt":0.4626957714368653,"score_spread":0.4350493018668689,"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."}}