{"id":"W3130099465","doi":"10.29173/isotl591","title":"Good Beginnings: Launching Imagining SoTL","year":2021,"lang":"en","type":"article","venue":"Imagining SoTL","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Hopefulness; Scholarship; Mount; Scholarship of Teaching and Learning; Sociology; Reading (process); Visual arts; Pedagogy; Art; Psychology; Teaching method; Political science; Computer science; Philosophy; Teaching and learning center; Linguistics; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004189132,0.0002208844,0.0002742618,0.0001498743,0.00147151,0.0008856707,0.0005294474,0.0001029952,0.001435243],"category_scores_gemma":[0.006908635,0.0002645126,0.0001399418,0.0005573023,0.000372448,0.001931626,0.0002035323,0.000776091,0.0005011751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001863781,"about_ca_system_score_gemma":0.0009762928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003618554,"about_ca_topic_score_gemma":0.0006588955,"domain_scores_codex":[0.996178,0.001039001,0.000403705,0.0005880154,0.001093762,0.000697478],"domain_scores_gemma":[0.9973748,0.001192419,0.0003721084,0.0004411802,0.0003944795,0.0002250272],"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":[0.00004230295,0.0003821511,0.1381262,0.00008061004,0.0003296366,0.0004677709,0.3313417,0.0005415549,0.007894981,0.3591644,0.03330906,0.1283197],"study_design_scores_gemma":[0.0006183354,0.0000283423,0.002071901,0.0001765895,0.00009982957,0.00003232536,0.04104606,0.0008327668,0.001360027,0.003671491,0.9495222,0.00054012],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06994755,0.00224852,0.00411553,0.3248454,0.003311548,0.0002505099,0.000008898095,0.001385714,0.5938863],"genre_scores_gemma":[0.9588957,0.00006676777,0.0287622,0.002394173,0.001004788,0.00001864231,0.00001820646,0.00005826009,0.008781243],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9162132,"threshold_uncertainty_score":0.9999807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09543489054946871,"score_gpt":0.4505152946086621,"score_spread":0.3550804040591934,"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."}}