{"id":"W7133004056","doi":"","title":"Higher Education Teachers in Turmoil: Exploring how Variation in Coupling in Ontario ESL Units Impact Teacher Sensemaking","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sensemaking; Higher education; Context (archaeology); Bureaucracy; Corporate governance; Qualitative research; Control (management); Variation (astronomy); Compliance (psychology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003733813,0.0003070386,0.0004758987,0.001474924,0.01112679,0.004942214,0.001516556,0.0007869389,0.00266476],"category_scores_gemma":[0.01129039,0.0006198183,0.000273453,0.002393669,0.01053958,0.001873504,0.005859405,0.001195675,0.0001790681],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05239537,"about_ca_system_score_gemma":0.03809765,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8781663,"about_ca_topic_score_gemma":0.9502952,"domain_scores_codex":[0.9958048,0.001250104,0.0001871136,0.0004609039,0.0009004478,0.001396648],"domain_scores_gemma":[0.990687,0.002627273,0.001945078,0.0004983798,0.002148322,0.00209398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000486341,0.00002430454,0.08223408,0.00004767047,0.000007836886,0.0003361238,0.9116096,0.00005090101,0.0006311298,0.0004414656,0.0004399249,0.004128332],"study_design_scores_gemma":[0.000003869349,0.00002352419,0.1065375,0.00004306121,0.000005433724,0.00002654919,0.8877296,0.00008356523,0.0001055372,0.00009020531,0.005336734,0.00001437229],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971004,0.00007036986,0.0001656921,0.0004445919,0.000006369022,0.00002329003,0.00004027036,0.000005002036,0.002143908],"genre_scores_gemma":[0.9987845,0.00006329652,0.00008403968,0.00006930825,0.000001695841,0.00001661023,0.00002563349,0.000006467109,0.0009484456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9476047,"threshold_uncertainty_score":0.3801568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07134186720004758,"score_gpt":0.380450056994254,"score_spread":0.3091081897942065,"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."}}