{"id":"W4311569718","doi":"10.32920/21737351","title":"SoTL’s Watershed Moment: A Critical Turning Point for SoTL at Ryerson University","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Scholarship; Sociology; Higher education; Restructuring; Scholarship of Teaching and Learning; Prestige; Institution; Pedagogy; Political science; Social science; Teaching method; Law; Philosophy","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004954851,0.0001991925,0.000278251,0.0001650645,0.002311347,0.0002071421,0.0007171585,0.0002404749,0.01073641],"category_scores_gemma":[0.002484663,0.0002190686,0.0002565285,0.00009825784,0.0002321845,0.0004044868,0.001444652,0.0007459413,0.00007647321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001989222,"about_ca_system_score_gemma":0.0004860162,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007066397,"about_ca_topic_score_gemma":0.001672199,"domain_scores_codex":[0.9962999,0.001411417,0.0002376189,0.0006326881,0.0009551634,0.0004631707],"domain_scores_gemma":[0.9972786,0.001798296,0.0002318528,0.0003226042,0.0001780587,0.0001906322],"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":[0.0005912415,0.0004816921,0.004070039,0.0004868305,0.0004134851,0.00005154073,0.1736141,0.002425366,0.0004084859,0.7494971,0.06470518,0.003254861],"study_design_scores_gemma":[0.000510976,0.00008291314,0.0003504264,0.00003825348,0.0002090481,9.692556e-7,0.04899234,0.001782157,0.00009199511,0.006667869,0.9407921,0.0004809014],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2085744,0.0002467873,0.02852292,0.4644629,0.006502633,0.003785882,0.000233555,0.001570503,0.2861004],"genre_scores_gemma":[0.8535824,0.0001069364,0.02461729,0.0008717562,0.0005534943,0.00006822985,0.0002131643,0.00005243469,0.1199343],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.876087,"threshold_uncertainty_score":0.9995456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1648167972726994,"score_gpt":0.4409138815267993,"score_spread":0.2760970842540998,"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."}}