{"id":"W1990409458","doi":"10.1016/j.jmir.2012.10.002","title":"Understanding Radiation Therapists' Perceptions and Approach to Clinical Competence Assessment of Medical Radiation Sciences Students","year":2013,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Competence (human resources); Medical education; Documentation; Portfolio; Perception; Clinical Practice; Medicine; Psychology; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.01452619,0.0002778471,0.0004062829,0.001685418,0.00259127,0.005261743,0.001076956,0.001744764,0.003189318],"category_scores_gemma":[0.06636734,0.0004689101,0.0008286636,0.0007114361,0.002804083,0.001762819,0.003926692,0.003348525,0.000538238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004572753,"about_ca_system_score_gemma":0.007659358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01256569,"about_ca_topic_score_gemma":0.01692124,"domain_scores_codex":[0.9883341,0.004673682,0.0009311823,0.0005469188,0.003833255,0.001680899],"domain_scores_gemma":[0.9446838,0.02311225,0.01255198,0.001077694,0.008443281,0.01013094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001810534,0.001212074,0.6093727,0.0002672684,0.0001399108,0.0008095684,0.3530794,0.0005034857,0.002865826,0.001466356,0.00264619,0.02745625],"study_design_scores_gemma":[0.00006791452,0.0007487105,0.4550332,0.0006504516,0.00008777768,0.001235176,0.5245926,0.001524878,0.001639858,0.001213109,0.01307177,0.000134437],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993411,0.0002513227,0.0004823706,0.001876607,0.00004733279,0.00005252725,0.00002477237,0.000008012188,0.003846082],"genre_scores_gemma":[0.998008,0.0002103945,0.0003253137,0.0005587502,0.00001217148,0.00002639473,0.0000236572,0.000005257183,0.0008302183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01452619,"threshold_uncertainty_score":0.07682276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1149883337388225,"score_gpt":0.4924474998519129,"score_spread":0.3774591661130903,"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."}}