{"id":"W2416206676","doi":"10.1002/tl.20184","title":"The Intentional Design of a SoTL Initiative","year":2016,"lang":"en","type":"article","venue":"New Directions for Teaching and Learning","topic":"Innovations in Medical Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Underpinning; Coherence (philosophical gambling strategy); Scholarship of Teaching and Learning; Mathematics education; Pedagogy; Sociology; Psychology; Engineering ethics; Computer science; Teaching method; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001162852,0.00004533715,0.00007363552,0.00007975088,0.0007202658,0.000009429562,0.00002518645,0.00003320772,0.00001881882],"category_scores_gemma":[0.009064758,0.00002545768,0.00003061168,0.0000905581,0.00009777972,0.00005196929,0.000008252689,0.0003054509,0.000002149003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003920862,"about_ca_system_score_gemma":0.00009028292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002609564,"about_ca_topic_score_gemma":0.000001047828,"domain_scores_codex":[0.9994513,0.0001325034,0.0001477147,0.00008916781,0.00009146954,0.00008785322],"domain_scores_gemma":[0.9987636,0.0009585827,0.00007691778,0.00006149632,0.0001139318,0.00002551206],"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":[0.00006254663,0.00003829555,0.001280593,0.00001127393,0.00004963782,8.272399e-8,0.00166432,0.00001359349,0.003203866,0.007545489,0.007236449,0.9788939],"study_design_scores_gemma":[0.002670413,0.0009172601,0.02249849,0.0007724306,0.0001780466,0.00007991306,0.009844221,0.005144793,0.001087309,0.004564053,0.9520618,0.0001812809],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09852985,0.0002307445,0.8859869,0.0122887,0.0004271801,0.0003050361,9.828813e-7,0.00008292565,0.002147652],"genre_scores_gemma":[0.9419562,0.0000616377,0.04102332,0.0001725242,0.0002941275,0.00005246362,0.000005852347,0.00001298501,0.01642093],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9787126,"threshold_uncertainty_score":0.9992823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03375289611792829,"score_gpt":0.3404040164836027,"score_spread":0.3066511203656744,"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."}}