{"id":"W1992343021","doi":"10.3138/jvme.31.3.255","title":"An Attempt to Estimate Students’ Workload","year":2004,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workload; Coursework; Attendance; Casual; Medical education; Curriculum; Work (physics); Transparency (behavior); Psychology; Mathematics education; Computer science; Medicine; Pedagogy; Engineering; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00531268,0.00006829865,0.0001271723,0.0001465462,0.0002522462,0.0001234645,0.0006296599,0.00008103545,0.000574348],"category_scores_gemma":[0.005689331,0.00006193371,0.00004645912,0.0002005363,0.00007676493,0.0008813606,0.00003248003,0.000292739,0.00007100294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003105843,"about_ca_system_score_gemma":0.002918715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003432069,"about_ca_topic_score_gemma":0.0001044833,"domain_scores_codex":[0.9970288,0.0005054907,0.0003828908,0.0001075024,0.001817415,0.0001579483],"domain_scores_gemma":[0.9984915,0.0001320249,0.0003348631,0.0001266009,0.0002705462,0.0006444815],"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":[0.0006399168,0.008556996,0.05133969,0.00005541401,0.0001267753,0.0001949357,0.1392877,0.001387583,0.001981953,0.008639376,0.0109406,0.776849],"study_design_scores_gemma":[0.002090374,0.006004471,0.4701647,0.002033952,0.0001350055,0.0007003549,0.02279906,0.000032546,0.00007184281,0.006659683,0.4887922,0.00051575],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9324107,0.000137125,0.001177512,0.06326435,0.002051956,0.0001016109,1.33918e-7,0.00001889463,0.0008377023],"genre_scores_gemma":[0.9864563,0.00007157576,0.01022523,0.001903775,0.001172142,0.000005107942,7.580299e-7,0.00000763244,0.0001574947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7763333,"threshold_uncertainty_score":0.6811072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2012678154160117,"score_gpt":0.5994824206582005,"score_spread":0.3982146052421888,"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."}}