{"id":"W3139088431","doi":"10.1016/j.tipsro.2021.01.005","title":"Exploring opportunities & pathways for advanced practice radiation therapy roles in the United States","year":2021,"lang":"en","type":"article","venue":"Technical Innovations & Patient Support in Radiation Oncology","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radiation Therapist; Clinical Practice; Medicine; Scopus; Scope of practice; Radiation therapy; MEDLINE; Family medicine; Health care; Internal medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001391898,0.0001876597,0.0003474254,0.0008524045,0.0001048618,0.00003078887,0.0001344625,0.0001084239,0.0001608736],"category_scores_gemma":[0.002784979,0.0001674433,0.00007046589,0.002004887,0.0000765096,0.0004721546,0.00004107408,0.0003249987,0.000008284851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004335337,"about_ca_system_score_gemma":0.0005815758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003443821,"about_ca_topic_score_gemma":0.00007591287,"domain_scores_codex":[0.9975002,0.0003520336,0.00107556,0.0003439549,0.0004071678,0.000321027],"domain_scores_gemma":[0.9970688,0.0013905,0.0004410448,0.0004525952,0.0005807024,0.00006632602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00192319,0.008255066,0.009311662,0.000176858,0.0001434058,0.0003913505,0.0116437,0.003340356,0.00237031,0.1299183,0.01906575,0.8134601],"study_design_scores_gemma":[0.005409414,0.001311172,0.03394633,0.00003782547,0.00008617269,0.00004507544,0.0130182,0.0009462242,0.0004666399,0.002338772,0.9421383,0.0002558661],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9349388,0.0002802328,0.00513867,0.05283583,0.0002814028,0.002905253,0.0001007698,0.000157641,0.003361328],"genre_scores_gemma":[0.9490123,0.003026193,0.01250821,0.02130649,0.00006389817,0.003689293,0.01027376,0.00003825847,0.00008153131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9230726,"threshold_uncertainty_score":0.6828139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2567209898709205,"score_gpt":0.3999547000840392,"score_spread":0.1432337102131187,"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."}}