{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001863073,0.0002954933,0.0004082369,0.0006245858,0.0002402914,0.0009453499,0.000323753,0.0001110294,0.0002541202],"category_scores_gemma":[0.00001969535,0.0002349328,0.0001597493,0.0004784232,0.0002182157,0.001234104,0.0001556542,0.0004735572,0.000005254785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009195497,"about_ca_system_score_gemma":0.001372945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001828441,"about_ca_topic_score_gemma":0.00008785124,"domain_scores_codex":[0.9970244,0.0001666869,0.0007722474,0.0003330054,0.001262505,0.0004411123],"domain_scores_gemma":[0.9988423,0.0001303408,0.000352049,0.0001459451,0.0002154501,0.0003138944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001036049,0.004521396,0.6250554,0.0002316781,0.0009110404,0.00004168662,0.1330246,0.00001431958,0.003747822,0.02364908,0.02087391,0.1878254],"study_design_scores_gemma":[0.0007116182,0.0008489523,0.7568493,0.0003508631,0.0001470072,0.000006721647,0.2354817,0.000009595094,0.00001447418,0.001051308,0.004263403,0.000265044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9672796,0.004866216,0.00002012367,0.003640262,0.006580287,0.0006631917,0.000002315142,0.00003063776,0.01691735],"genre_scores_gemma":[0.9913893,0.004283904,0.000191447,0.0001184144,0.001889876,0.00003453936,0.000004682113,0.0000249148,0.002062924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1875604,"threshold_uncertainty_score":0.9580283,"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."}}