{"id":"W3134255868","doi":"10.20343/teachlearninqu.9.1.6","title":"SoTL in the Margins: Teaching-Focused Role Case Studies","year":2021,"lang":"en","type":"article","venue":"Teaching & Learning Inquiry The ISSOTL Journal","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Brock University; University of Wollongong; Kennesaw State University","keywords":"Scholarship; Excellence; Scholarship of Teaching and Learning; Sociology; Teaching and learning center; Casual; Higher education; Face (sociological concept); Pedagogy; Teaching method; Political science; Medical education; Medicine; Social science","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05683692,0.0002992732,0.0003927818,0.0002107817,0.01119103,0.00138995,0.001183344,0.0001519624,0.0002000977],"category_scores_gemma":[0.03904934,0.0001750004,0.0002384457,0.0003498242,0.0005618575,0.001217018,0.0002553991,0.008409552,0.00009439193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004876075,"about_ca_system_score_gemma":0.000575534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001544666,"about_ca_topic_score_gemma":0.00137363,"domain_scores_codex":[0.9709696,0.02550566,0.0007356632,0.0004023511,0.001609265,0.0007774303],"domain_scores_gemma":[0.9914025,0.006863039,0.0008338793,0.0005018573,0.0002529544,0.0001457413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003604677,0.0002466391,0.009464324,0.00001271558,0.0002227868,0.00293605,0.8886576,0.004629569,0.0001892858,0.02435218,0.007444417,0.06180836],"study_design_scores_gemma":[0.0005248422,0.00008151863,0.001878718,0.0001552074,0.0001190668,0.004544474,0.5811295,0.000427608,0.000007797044,0.003296515,0.4075692,0.000265546],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8566262,0.00325326,0.0005966697,0.1245116,0.00173336,0.0002723242,7.135996e-7,0.0001949181,0.01281094],"genre_scores_gemma":[0.9885685,0.0004127287,0.002499156,0.001900591,0.002624236,0.00001707006,0.000002266045,0.00004637911,0.00392903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4001248,"threshold_uncertainty_score":0.9996467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2000852663674266,"score_gpt":0.4817888717573005,"score_spread":0.2817036053898739,"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."}}