{"id":"W4389397463","doi":"10.1097/ceh.0000000000000538","title":"Recasting Assessment in Continuing Professional Development as a Person-Focused Activity","year":2023,"lang":"en","type":"article","venue":"Journal of Continuing Education in the Health Professions","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; University of Toronto","funders":"","keywords":"Subjectification; Conceptualization; Situated; Context (archaeology); Psychology; Engineering ethics; Professional development; Sociology; Pedagogy; Computer science; Engineering","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":[0.03008131,0.0004758853,0.000324802,0.001960895,0.003894804,0.0115107,0.001427981,0.00331596,0.00277181],"category_scores_gemma":[0.03238855,0.0003168052,0.0004856799,0.001390637,0.03381369,0.009084805,0.009285837,0.004957305,0.0005246216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005646335,"about_ca_system_score_gemma":0.008528749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004327032,"about_ca_topic_score_gemma":0.004185878,"domain_scores_codex":[0.9507234,0.04062176,0.001473766,0.001727028,0.004640464,0.0008135504],"domain_scores_gemma":[0.9628013,0.02388124,0.00264933,0.004355233,0.004122776,0.002189967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004872304,0.0001482901,0.00612089,0.0004044052,0.00002242606,0.0004497576,0.2631671,0.0008887226,0.001420041,0.6034964,0.003158305,0.120675],"study_design_scores_gemma":[0.00004562283,0.0003709334,0.006392201,0.002321299,0.00003829624,0.001722251,0.09664769,0.004517149,0.003040768,0.398619,0.4861419,0.0001429119],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1167619,0.006924348,0.5778519,0.05022287,0.002185448,0.001010458,0.00006129469,0.0005682979,0.2444134],"genre_scores_gemma":[0.8485934,0.001486151,0.1340878,0.003006855,0.0002947953,0.0005813393,0.00004666201,0.000104363,0.01179865],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03008131,"threshold_uncertainty_score":0.1590871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06009268242008842,"score_gpt":0.4622190565072304,"score_spread":0.402126374087142,"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."}}