{"id":"W4391348137","doi":"10.1080/0047231x.2023.2292403","title":"SoTL Clusters: Faculty-Focused Needs-Based Scholarship of Teaching and Learning Support","year":2024,"lang":"en","type":"article","venue":"Journal of College Science Teaching","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Scholarship of Teaching and Learning; Scholarship; Teaching and learning center; Faculty development; Mathematics education; Teaching method; Higher education; Pedagogy; Sociology; Psychology; Professional development; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02898137,0.0006698444,0.0004493032,0.003264838,0.007725436,0.007028475,0.00449858,0.001888516,0.0100788],"category_scores_gemma":[0.04617054,0.0006957193,0.0008910393,0.001594363,0.005687905,0.006911005,0.02538328,0.002668278,0.001780242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01394848,"about_ca_system_score_gemma":0.05672976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003663966,"about_ca_topic_score_gemma":0.01077569,"domain_scores_codex":[0.9687908,0.02211321,0.001031909,0.001276781,0.004158281,0.002629044],"domain_scores_gemma":[0.9645854,0.01118758,0.001849196,0.005059843,0.0054114,0.01190658],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009909119,0.007334846,0.02381872,0.002057164,0.00009889589,0.0005259727,0.1992931,0.004369298,0.006376667,0.09894931,0.03975011,0.616435],"study_design_scores_gemma":[0.001713986,0.007748878,0.02999873,0.001784222,0.0002212651,0.0007538169,0.3727345,0.01424646,0.01801588,0.1804121,0.3720619,0.0003081845],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6837135,0.0004166534,0.1185802,0.04803823,0.0007553297,0.01449946,0.0004604183,0.003213004,0.1303232],"genre_scores_gemma":[0.8010473,0.0004286267,0.166229,0.002652367,0.0001221632,0.01079334,0.0003017446,0.000311366,0.01811421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9710186,"threshold_uncertainty_score":0.15327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1060596106463273,"score_gpt":0.4478218352175706,"score_spread":0.3417622245712433,"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."}}