{"id":"W4408329028","doi":"10.18060/28006","title":"Assessment in Higher Education and Student Affairs Graduate Education","year":2024,"lang":"en","type":"article","venue":"Journal of Student Affairs Inquiry Improvement and Impact","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Student affairs; Higher education; Graduate education; Pedagogy; Political science; Graduate students; Medical education; Mathematics education; Sociology; Psychology; Medicine; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02563205,0.0002760094,0.0003828282,0.001770081,0.003142309,0.005562128,0.000863009,0.0009428716,0.004562086],"category_scores_gemma":[0.06856861,0.0001721256,0.0002184315,0.001884252,0.003043246,0.002387607,0.007245766,0.00181832,0.0007583913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003875218,"about_ca_system_score_gemma":0.01040031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002725574,"about_ca_topic_score_gemma":0.005953736,"domain_scores_codex":[0.9823941,0.01021292,0.0007597273,0.0009346534,0.00456141,0.00113716],"domain_scores_gemma":[0.961811,0.01595715,0.003259261,0.001820292,0.00922936,0.007922917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001457719,0.001126455,0.1530235,0.0004128834,0.00001821447,0.0001609001,0.03880727,0.0007923156,0.001597912,0.01455633,0.01085332,0.7785051],"study_design_scores_gemma":[0.00005253432,0.004173588,0.6232362,0.001837922,0.00002701237,0.001081683,0.1111581,0.00260522,0.007507196,0.05214961,0.196009,0.0001619205],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8939157,0.003229105,0.01133517,0.006591264,0.000436093,0.0004694555,0.0001132358,0.0002540096,0.08365595],"genre_scores_gemma":[0.9860823,0.0007044796,0.00709225,0.0005589221,0.00005940547,0.0001011697,0.00006237591,0.0000233384,0.005315893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02563205,"threshold_uncertainty_score":0.1355569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07429800249368668,"score_gpt":0.4450056785838495,"score_spread":0.3707076760901629,"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."}}