{"id":"W16087079","doi":"10.1053/j.semtcvs.2005.04.002","title":"Assessing for Student Success and a Target Class Average: Balancing two grade-related goals facing university instructors and teaching assistants","year":2012,"lang":"en","type":"article","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Grading (engineering); Mathematics education; The arts; Psychology; Medical education; Computer science; Engineering; Political science; Medicine","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":[0.008664896,0.0004551527,0.0006948612,0.001782312,0.001859713,0.004461597,0.0009014193,0.000891633,0.003163647],"category_scores_gemma":[0.04106674,0.0001939319,0.0004134182,0.0007992531,0.0009154223,0.001802157,0.003961136,0.001262311,0.001459518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00167662,"about_ca_system_score_gemma":0.002892128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001857092,"about_ca_topic_score_gemma":0.002887209,"domain_scores_codex":[0.9942662,0.001786056,0.0003306406,0.0003557406,0.002582677,0.0006785859],"domain_scores_gemma":[0.9695987,0.00461694,0.0045526,0.0007812769,0.007023306,0.0134272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003182163,0.0009660615,0.6661158,0.0001313404,0.00005471318,0.0001828784,0.008505643,0.0003099332,0.0007620252,0.000958214,0.0197677,0.3019276],"study_design_scores_gemma":[0.00006357936,0.002094577,0.9300086,0.0002512558,0.00005986129,0.000402519,0.04155766,0.002606215,0.001598967,0.004510155,0.01671419,0.0001323378],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9689081,0.0004588984,0.001691377,0.01405148,0.0002874565,0.00008253159,0.0001444845,0.0002325489,0.01414293],"genre_scores_gemma":[0.9962965,0.000166885,0.001390059,0.0003306082,0.00006778818,0.0000410857,0.00007211879,0.00002397312,0.001610954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008664896,"threshold_uncertainty_score":0.04582489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02535534479289702,"score_gpt":0.3408351853130464,"score_spread":0.3154798405201494,"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."}}