{"id":"W2342046247","doi":"10.55016/ojs/ajer.v55i4.55345","title":"Monitoring, Adapting, and Evaluating a Competency-Based Assessment Framework in Medical Education Through Participatory Action Research","year":2010,"lang":"en","type":"article","venue":"Alberta Journal of Educational Research","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Formative assessment; Medical education; Context (archaeology); Participatory evaluation; Participatory action research; Action research; Citizen journalism; Action (physics); Field (mathematics); Competency assessment; Psychology; Medicine; Computer science; Pedagogy; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3395763,0.001170246,0.001048834,0.003643026,0.007597944,0.009411083,0.00465747,0.002777945,0.001053501],"category_scores_gemma":[0.2459628,0.000688616,0.0008098952,0.002377564,0.008009633,0.008117818,0.007332959,0.004365554,0.0002303628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01244156,"about_ca_system_score_gemma":0.05102136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01130438,"about_ca_topic_score_gemma":0.02376422,"domain_scores_codex":[0.5519439,0.4058149,0.008056225,0.00862039,0.02065042,0.004914167],"domain_scores_gemma":[0.6194932,0.3050379,0.02142106,0.01832397,0.03010497,0.005618899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003722722,0.007015608,0.05827802,0.002779872,0.0002085835,0.0003719383,0.2897705,0.009216673,0.007113115,0.04079707,0.00268796,0.5813884],"study_design_scores_gemma":[0.001222303,0.01133791,0.06085445,0.00968564,0.0005989719,0.000846415,0.6194715,0.04623907,0.02934804,0.1396672,0.07977329,0.0009552567],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4889127,0.001235961,0.4353906,0.01798517,0.0003752273,0.02638787,0.0001454011,0.0003089541,0.02925807],"genre_scores_gemma":[0.544409,0.0005180177,0.4469709,0.0007511041,0.00003109697,0.00624953,0.00007612661,0.00002664244,0.0009676525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3395763,"threshold_uncertainty_score":0.81442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3102623795724934,"score_gpt":0.6284878873545264,"score_spread":0.318225507782033,"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."}}