{"id":"W4390938831","doi":"10.1016/j.tipsro.2024.100238","title":"Framework Development: Standardizing Definition of Advanced Practice Radiation Therapy Activities for Clinical Workload Quantification","year":2024,"lang":"en","type":"article","venue":"Technical Innovations & Patient Support in Radiation Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Windsor Regional Hospital; Ottawa Hospital; Health Canada; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Workload; Likert scale; Clinical Practice; Medicine; Psychology; Medical education; Medical physics; Computer science; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.1134429,0.00248322,0.001593196,0.01500247,0.004317502,0.01030853,0.005267669,0.002301199,0.002944243],"category_scores_gemma":[0.1650641,0.001323031,0.004175582,0.01141765,0.004148138,0.007286263,0.008521216,0.003941238,0.001337998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02206575,"about_ca_system_score_gemma":0.07381798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05460536,"about_ca_topic_score_gemma":0.05191102,"domain_scores_codex":[0.9086284,0.05133023,0.01582409,0.006546352,0.01495528,0.002715565],"domain_scores_gemma":[0.840434,0.06891613,0.01187236,0.01282254,0.06193514,0.004019888],"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":[0.0003096392,0.000873678,0.04898692,0.01236664,0.0004148899,0.0008110077,0.05958891,0.02049027,0.006128171,0.2723004,0.05285689,0.5248727],"study_design_scores_gemma":[0.0004089586,0.000843577,0.05059608,0.03227003,0.000614411,0.001161132,0.07393823,0.080441,0.009862832,0.1658854,0.5833251,0.0006532012],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02687134,0.001663571,0.8987006,0.006349703,0.0004933471,0.02521961,0.005974442,0.002058221,0.03266919],"genre_scores_gemma":[0.04277279,0.0003995514,0.940039,0.0003409435,0.000034105,0.01036515,0.005180428,0.0001458184,0.0007223213],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1134429,"threshold_uncertainty_score":0.5999507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09436727317658085,"score_gpt":0.4946665051926114,"score_spread":0.4002992320160306,"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."}}