{"id":"W2890559178","doi":"10.1016/j.jmir.2018.06.025","title":"The Impact of Palliative Clinical Specialist Radiation Therapists on Quality of Care in Ontario","year":2018,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Regional Municipality of Durham; Princess Margaret Cancer Centre; Royal Victoria Hospital; Ottawa Hospital","funders":"","keywords":"Radiation Therapist; Medicine; Concordance; Summative assessment; Nursing; Patient satisfaction; Health care; Family medicine; Quality (philosophy); Palliative care; Psychology; Radiation therapy; Formative assessment","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":[0.001577505,0.0001349351,0.000386586,0.0008113675,0.006443131,0.0026036,0.001546277,0.0007333405,0.005517015],"category_scores_gemma":[0.01234996,0.000491269,0.0006122899,0.002768225,0.002037735,0.0007810672,0.002610797,0.001225166,0.0001751303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1176395,"about_ca_system_score_gemma":0.1374542,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9881259,"about_ca_topic_score_gemma":0.997458,"domain_scores_codex":[0.9960833,0.000815386,0.0002466684,0.000209784,0.001152031,0.001492843],"domain_scores_gemma":[0.9800622,0.002297486,0.004502111,0.0003314034,0.004587728,0.008219018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003161442,0.0001944297,0.9437186,0.000262166,0.0001366076,0.0005921291,0.02470335,0.0005011236,0.0002708631,0.002312494,0.008752683,0.01823944],"study_design_scores_gemma":[0.00003611072,0.0000617891,0.9770654,0.000143765,0.00002938599,0.00008457239,0.0174146,0.000201396,0.00004303072,0.0001242704,0.00477498,0.00002058744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975021,0.001103478,0.00007030021,0.01033213,0.00005124307,0.00007655142,0.0008920766,0.000007583478,0.01244562],"genre_scores_gemma":[0.996695,0.0006332551,0.0001126379,0.000619145,0.00001452324,0.00002716302,0.0001312116,0.000007079906,0.001759995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1176395,"threshold_uncertainty_score":0.8535382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1877049373326015,"score_gpt":0.550118339590624,"score_spread":0.3624134022580224,"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."}}