{"id":"W6884656878","doi":"10.11575/prism/49576","title":"Shifts and Transformations in Canadian Postsecondary Teaching and Learning: Views from Teaching and Learning Centre Leaders","year":2025,"lang":"en","type":"other","venue":"Open MIND","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Focus group; Grounded theory; Work (physics); Higher education; Key (lock); Perspective (graphical); Postsecondary education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006660129,0.0002232571,0.0003439644,0.0004393806,0.002064111,0.0008873105,0.0002979329,0.0003079976,0.003370679],"category_scores_gemma":[0.003107975,0.0002468585,0.00002544921,0.00008021291,0.0001869856,0.0008030656,0.00009277587,0.003091146,0.00003968806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001553272,"about_ca_system_score_gemma":0.0007930889,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8812541,"about_ca_topic_score_gemma":0.9529045,"domain_scores_codex":[0.9943576,0.004273603,0.0002860006,0.0004667808,0.0002388277,0.0003771532],"domain_scores_gemma":[0.9983068,0.001054445,0.0002395167,0.0001121573,0.00001481761,0.0002722651],"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":[0.000008180645,0.00002020309,0.01258303,0.00003286719,0.00006949223,0.000007812019,0.3448205,0.00002071763,0.00000720363,0.0004868184,0.007275628,0.6346676],"study_design_scores_gemma":[0.0003438729,0.00001476506,0.002146218,0.0004887905,0.000053555,7.002947e-7,0.07463361,0.0001882826,3.132413e-7,0.00004866506,0.9218305,0.0002507144],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04681201,0.001730368,0.00001866997,0.01186588,0.0001348042,0.0007116427,0.00004843964,0.00001280534,0.9386654],"genre_scores_gemma":[0.2093355,0.0005722179,0.01111162,0.0004319817,0.0001754681,0.000009818316,0.0001990402,0.0001244163,0.7780399],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9145549,"threshold_uncertainty_score":0.9999984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08603368527140184,"score_gpt":0.4073607137427602,"score_spread":0.3213270284713583,"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."}}