{"id":"W4362600840","doi":"10.3998/tia.3492","title":"Strategic planning tools for educational developers supporting SoTL cultures and programs at their institutions","year":2023,"lang":"en","type":"article","venue":"To improve the academy","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Worksheet; Scholarship of Teaching and Learning; Computer science; Institution; Management; Sociology; Mathematics education; Pedagogy; Psychology; Teaching method; Social science; Teaching and learning center","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":[],"consensus_categories":[],"category_scores_codex":[0.03110624,0.001148096,0.0005108358,0.01025156,0.004336371,0.008988792,0.003051118,0.001313845,0.01986281],"category_scores_gemma":[0.06704769,0.001065414,0.0009554196,0.005154738,0.00187628,0.009343823,0.008419468,0.002616237,0.00702291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009818538,"about_ca_system_score_gemma":0.04054032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0193527,"about_ca_topic_score_gemma":0.05365287,"domain_scores_codex":[0.9808718,0.01111014,0.002325264,0.0007752358,0.003678211,0.001239327],"domain_scores_gemma":[0.9304299,0.02840818,0.0065376,0.009949294,0.01775875,0.006916259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001046886,0.001014804,0.01850267,0.0007440882,0.00003448104,0.0003717408,0.02882131,0.01131705,0.001977537,0.05464414,0.1097748,0.7726927],"study_design_scores_gemma":[0.0002367532,0.000506139,0.01547413,0.002528785,0.0000661082,0.0003604389,0.0958524,0.03271689,0.006313602,0.07950986,0.7660961,0.0003387835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05715309,0.0004113511,0.6602283,0.02114334,0.000652404,0.009620882,0.00351755,0.02728943,0.2199837],"genre_scores_gemma":[0.07074319,0.0003394253,0.9085902,0.0003092022,0.00003130357,0.003212376,0.001949007,0.0005758364,0.01424951],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03110624,"threshold_uncertainty_score":0.1645074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4158867063345668,"score_gpt":0.5264143240652533,"score_spread":0.1105276177306865,"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."}}