{"id":"W4381684111","doi":"10.36021/jethe.v6i1.320","title":"Modalities of Faculty Engagement with the Scholarship of Teaching and Learning","year":2023,"lang":"en","type":"article","venue":"Journal of Effective Teaching in Higher Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Scholarship of Teaching and Learning; Modalities; Scholarship; Medical education; Discipline; Psychology; Teaching staff; Sociology; Pedagogy; Teaching method; Teaching and learning center; Political science; Medicine; Social science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03005753,0.00008342321,0.000191559,0.0003066662,0.0006190414,0.00006042151,0.0001898394,0.00004708428,0.00001881678],"category_scores_gemma":[0.005331315,0.00005729059,0.00004138569,0.0002332246,0.0001374482,0.0007751019,0.00003371954,0.001660277,9.992481e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001692471,"about_ca_system_score_gemma":0.0002468334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001247732,"about_ca_topic_score_gemma":0.00009470467,"domain_scores_codex":[0.9901521,0.008673646,0.0003269122,0.000100802,0.0006172388,0.0001292751],"domain_scores_gemma":[0.9948073,0.003988301,0.0009021308,0.00008043073,0.0001830882,0.00003876857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001521274,0.0003644592,0.5133204,0.0001520853,0.000166192,0.000001318333,0.3973759,0.004991676,0.002845764,0.04610183,0.0007608475,0.03376745],"study_design_scores_gemma":[0.0003406112,0.0002875851,0.9192569,0.0004331028,0.00007084353,0.000002385561,0.06415258,0.00003550898,0.00007025874,0.001625834,0.01364116,0.00008327269],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986967,0.0001560198,0.00005007152,0.007703619,0.0002836554,0.0002323493,7.714146e-7,0.00001474314,0.004591749],"genre_scores_gemma":[0.9970016,0.00001444999,0.001423882,0.00004442117,0.0001878822,0.00001052277,0.000002218508,0.000009425597,0.001305593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4059364,"threshold_uncertainty_score":0.9987599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1560099219201132,"score_gpt":0.4755340735550174,"score_spread":0.3195241516349042,"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."}}