{"id":"W4396679728","doi":"10.5206/cjsotlrcacea.2024.1.17320","title":"Innovation and Progress for the Future of Higher Education: An Introduction to Issue 15.1","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal for the Scholarship of Teaching and Learning","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01132638,0.00006671978,0.00007689062,0.0001351616,0.005183433,0.000811267,0.0002556181,0.0000570856,0.00006859558],"category_scores_gemma":[0.001921496,0.00003839686,0.00002860349,0.0003043647,0.0001981223,0.0005241129,0.000008007704,0.001215436,8.82444e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006866935,"about_ca_system_score_gemma":0.0008160748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003352156,"about_ca_topic_score_gemma":0.004722474,"domain_scores_codex":[0.9985372,0.0008374673,0.0001804916,0.000117329,0.0001623295,0.0001651362],"domain_scores_gemma":[0.9983304,0.00098141,0.0001773725,0.0001132843,0.0002842012,0.0001134019],"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":[0.00003875927,0.00001230742,0.006891613,0.00007061027,0.00009205008,1.28703e-7,0.1352365,0.0004908299,0.00008139796,0.2454507,0.01052455,0.6011106],"study_design_scores_gemma":[0.00004298094,0.00007559664,0.01168402,0.00005812799,0.00006334782,0.00001079023,0.02642982,0.00004003388,0.000006189343,0.00207978,0.9594585,0.00005085574],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4686605,0.01264274,0.0002009145,0.5135185,0.004265639,0.000485727,0.000002684672,0.00001774101,0.0002055559],"genre_scores_gemma":[0.981141,0.00002950712,0.001018712,0.0003277425,0.006245898,0.00002605683,0.000002531578,0.00001370526,0.01119481],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9489339,"threshold_uncertainty_score":0.9961117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03890404871285733,"score_gpt":0.4055763661817471,"score_spread":0.3666723174688897,"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."}}