{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03181846,0.0003241721,0.0005188726,0.002043558,0.02224919,0.02874088,0.002152662,0.005748873,0.003894593],"category_scores_gemma":[0.04156003,0.0004664124,0.0004687977,0.001954291,0.05263669,0.02386741,0.01750446,0.01442327,0.0005400878],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03644638,"about_ca_system_score_gemma":0.02613179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03483623,"about_ca_topic_score_gemma":0.0411966,"domain_scores_codex":[0.9655294,0.02510541,0.0008218379,0.001632952,0.00335187,0.00355865],"domain_scores_gemma":[0.9688602,0.01700146,0.001794582,0.001678057,0.005447739,0.005217867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004895058,0.00004299541,0.001925151,0.0001174793,0.000005558888,0.0005336009,0.3249388,0.0001044164,0.0004156104,0.6306996,0.02746041,0.01370732],"study_design_scores_gemma":[0.00001339216,0.00008503607,0.003075871,0.0004736334,0.000009970775,0.0002203374,0.6432331,0.0003114049,0.0009682531,0.08295409,0.2685772,0.00007778066],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2439155,0.004915156,0.009398546,0.6309249,0.002013789,0.000157457,0.00007646059,0.0001832046,0.108415],"genre_scores_gemma":[0.9715802,0.001433008,0.002358383,0.01450087,0.0004016405,0.0001112843,0.00002843223,0.0001248109,0.009461278],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9635536,"threshold_uncertainty_score":0.2644382,"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."}}