{"id":"W2161047224","doi":"10.1259/bjr/16840236","title":"Burnout in therapy radiographers in the UK","year":2012,"lang":"en","type":"article","venue":"British Journal of Radiology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Burnout; Emotional exhaustion; Attrition; Workforce; Job satisfaction; Nursing; Medicine; Psychology; Clinical psychology; Family medicine; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002266082,0.0001715588,0.0003192705,0.001488798,0.002089954,0.001403124,0.0003310605,0.0008097906,0.005248632],"category_scores_gemma":[0.006463762,0.0004206069,0.0002467428,0.001508611,0.001105699,0.0005441588,0.001454723,0.001078815,0.0006497158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003320549,"about_ca_system_score_gemma":0.002347541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0476294,"about_ca_topic_score_gemma":0.05803872,"domain_scores_codex":[0.9970725,0.001032262,0.0002668988,0.0002397113,0.0008767833,0.0005118643],"domain_scores_gemma":[0.9953012,0.0009844896,0.002105085,0.00009860328,0.0006264242,0.0008841553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003158039,0.0002012695,0.8036886,0.0008127543,0.00005670715,0.002831398,0.09852798,0.000122853,0.003902525,0.000556496,0.01194646,0.07703708],"study_design_scores_gemma":[0.00001099842,0.0002581872,0.9691224,0.0002667676,0.000007918526,0.000903388,0.01948351,0.0000407632,0.0001431404,0.00002824161,0.009713558,0.00002118683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879664,0.004603942,0.0000999836,0.003437361,0.0001136282,0.00003935765,0.0001570034,0.00001251384,0.003569843],"genre_scores_gemma":[0.9924935,0.003408947,0.00009650743,0.001166765,0.00006491045,0.00003131635,0.00007911141,0.000007551624,0.002651425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0476294,"threshold_uncertainty_score":0.09470439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01497248456881279,"score_gpt":0.3376652072129055,"score_spread":0.3226927226440927,"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."}}