{"id":"W4281488678","doi":"10.1097/acm.0000000000004755","title":"Narrative Assessments in Higher Education: A Scoping Review to Identify Evidence-Based Quality Indicators","year":2022,"lang":"en","type":"review","venue":"Academic Medicine","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Narrative; Thematic analysis; Quality (philosophy); Narrative inquiry; Psychology; Medical education; Descriptive statistics; Computer science; Inclusion (mineral); Qualitative research; Medicine; Social psychology; Sociology; Linguistics; Statistics; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01036786,0.0004857625,0.00253307,0.0008705019,0.0004357571,0.00003120887,0.001697859,0.0004574669,0.02369193],"category_scores_gemma":[0.002838925,0.0004076905,0.0002303858,0.004447351,0.0002848439,0.0003656423,0.0002761486,0.001913125,0.0001085648],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001639786,"about_ca_system_score_gemma":0.006244651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007634539,"about_ca_topic_score_gemma":0.00008340447,"domain_scores_codex":[0.9904511,0.003686249,0.002018477,0.0008944393,0.002357553,0.0005921561],"domain_scores_gemma":[0.9949675,0.002681751,0.001369033,0.0005002153,0.0000803357,0.0004011834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001113578,0.00007117417,0.001755874,0.09563041,0.0001144122,0.0000118777,0.02298835,1.077918e-7,2.748319e-7,0.003538854,0.07196026,0.8039173],"study_design_scores_gemma":[0.000105811,0.00003696779,0.0001903678,0.4199102,0.0002539754,2.94548e-7,0.00353986,9.899573e-9,1.109456e-8,0.00003648117,0.5756844,0.0002417235],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002090406,0.9714023,0.000004146837,0.01080604,0.002996495,0.005216211,0.000003089883,0.00006262503,0.00948816],"genre_scores_gemma":[0.00004874822,0.9809837,0.00003362654,0.007888501,0.001623667,0.002501879,0.0001005137,0.00003915515,0.006780199],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8036755,"threshold_uncertainty_score":0.9998375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5162953262998812,"score_gpt":0.6455581755914443,"score_spread":0.1292628492915632,"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."}}