{"id":"W4393007703","doi":"10.1002/cl2.1392","title":"PROTOCOL: Learner‐educator co‐creation of student assessment in health professional education courses: A scoping review protocol","year":2024,"lang":"en","type":"review","venue":"Campbell Systematic Reviews","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Excellence in Mining Innovation; Queen's University; Cambrian College","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Protocol (science); Class (philosophy); Medical education; Psychology; Pedagogy; Mathematics education; Computer science; Medicine; Alternative medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.02593466,0.0006672141,0.005735096,0.0004446752,0.0003438114,0.0002030422,0.000788311,0.0002472017,0.0007728949],"category_scores_gemma":[0.00124129,0.0004379679,0.0007650695,0.001472805,0.0001119877,0.0002932792,0.0001012529,0.0008561872,0.0005316538],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002723018,"about_ca_system_score_gemma":0.03074456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002990392,"about_ca_topic_score_gemma":0.0001460373,"domain_scores_codex":[0.9727233,0.01753278,0.006977786,0.0008172218,0.001428334,0.0005205871],"domain_scores_gemma":[0.9903062,0.0006457756,0.007504758,0.0009750123,0.0002673751,0.0003009034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[7.150265e-7,0.0006437002,0.00001285306,0.8821191,0.00005158283,5.810721e-7,0.001968822,7.962066e-8,9.565171e-9,0.00220987,0.02510611,0.0878866],"study_design_scores_gemma":[0.00006089229,0.00003238947,9.659643e-7,0.4978527,0.0002626478,0.000002116371,0.00111476,1.811459e-7,6.941248e-9,0.000009221824,0.5004862,0.0001778924],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[1.534367e-8,0.4974329,0.000008219474,0.0002550113,0.0006823915,0.4984038,0.000002899968,0.0000241835,0.003190573],"genre_scores_gemma":[2.879481e-8,0.4936402,0.000240695,0.0001092896,0.0001840895,0.500033,0.00003480713,0.00003627117,0.005721632],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.4753801,"threshold_uncertainty_score":0.9998072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2582182381322435,"score_gpt":0.645640958119253,"score_spread":0.3874227199870095,"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."}}