{"id":"W2047157529","doi":"10.1007/s10755-008-9081-0","title":"Program Assessments: Success Strategies for Three Canadian Teaching Centers","year":2008,"lang":"en","type":"article","venue":"Innovative Higher Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University; Western University; University of Manitoba","funders":"","keywords":"Higher education; Medical education; Faculty development; Process (computing); Program evaluation; Psychology; Political science; Professional development; Computer science; Medicine; Public administration","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001346183,0.000118498,0.0001080423,0.0002523233,0.001612594,0.0002688213,0.0002882742,0.00008560777,0.0002438075],"category_scores_gemma":[0.0003221941,0.0001251348,0.00002883718,0.0005533224,0.0001915291,0.001854017,0.00001236055,0.0002508958,0.00002067646],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007013451,"about_ca_system_score_gemma":0.005958471,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2990504,"about_ca_topic_score_gemma":0.1641219,"domain_scores_codex":[0.9985093,0.0003002915,0.0002377106,0.0002502249,0.0003738603,0.0003285443],"domain_scores_gemma":[0.9983984,0.0002065243,0.0002585385,0.0001507607,0.0008710881,0.0001147236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001128259,0.0003409553,0.1166149,0.00001346041,0.00004528232,4.603802e-7,0.01102456,0.000009923794,0.00003941871,0.807562,0.02619169,0.03814612],"study_design_scores_gemma":[0.0001674163,0.00007488332,0.2801949,0.00002615579,0.000011041,5.839467e-7,0.006399371,0.00001750596,0.000006905214,0.008232316,0.7046964,0.0001725258],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6628634,0.00008365789,0.001857848,0.0434488,0.004161412,0.002121689,0.00001686947,0.0002800266,0.2851663],"genre_scores_gemma":[0.9821019,0.000003497426,0.01086039,0.0008957908,0.0006121231,0.0004890466,0.00009241249,0.00001709157,0.004927737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7993296,"threshold_uncertainty_score":0.9996872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2006529575610168,"score_gpt":0.5230822995026143,"score_spread":0.3224293419415976,"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."}}