{"id":"W1526607820","doi":"10.22329/celt.v1i0.3172","title":"3. Evolving Expectations for Teaching in Higher Education in Canada","year":2008,"lang":"en","type":"article","venue":"Collected Essays on Learning and Teaching","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; Thompson Rivers University","funders":"","keywords":"Certification; Process (computing); Higher education; Pedagogy; Mathematics education; Teaching method; Teacher education; Medical education; Political science; Psychology; Sociology; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005426756,0.0001535691,0.000256682,0.001060687,0.01583209,0.008802106,0.001644183,0.00142811,0.002623445],"category_scores_gemma":[0.01607398,0.0002122366,0.0003753883,0.001762919,0.006193521,0.002006759,0.002684992,0.002802277,0.0002170484],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1637056,"about_ca_system_score_gemma":0.2144791,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9857055,"about_ca_topic_score_gemma":0.9906036,"domain_scores_codex":[0.9912714,0.0008695201,0.0002490146,0.0003444403,0.00460247,0.002663294],"domain_scores_gemma":[0.981068,0.001550601,0.001000123,0.0003015522,0.01018694,0.005892756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001597973,0.0001822071,0.1782173,0.0002374394,0.00003268476,0.001554418,0.3848115,0.002645651,0.002184733,0.2900532,0.04716332,0.09275766],"study_design_scores_gemma":[0.00001995684,0.0001004826,0.2569612,0.0004416743,0.00002438478,0.0003856301,0.481102,0.002781417,0.001657479,0.01514138,0.2411196,0.0002646245],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7201429,0.001059643,0.002376519,0.05616111,0.0002242495,0.0001021628,0.0004052229,0.0000821916,0.2194461],"genre_scores_gemma":[0.9898997,0.0002837813,0.0005138167,0.0009980503,0.000008580819,0.000009928516,0.00005251083,0.00001354881,0.008220071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8362944,"threshold_uncertainty_score":0.9699829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05795250890147347,"score_gpt":0.3464598708292608,"score_spread":0.2885073619277873,"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."}}