{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005340278,0.0001004458,0.0001679879,0.0002668848,0.002000146,0.00003594139,0.00008563149,0.00006840498,0.00003932828],"category_scores_gemma":[0.001636434,0.0001153009,0.0000225924,0.0001881742,0.00005575515,0.0001023267,0.000008809031,0.000800345,9.127559e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001390563,"about_ca_system_score_gemma":0.003409876,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7637429,"about_ca_topic_score_gemma":0.8414336,"domain_scores_codex":[0.9985284,0.0005223863,0.000203799,0.0002478412,0.0001768519,0.0003207247],"domain_scores_gemma":[0.9987402,0.0009970258,0.00007348356,0.00005840736,0.00002757329,0.0001032963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004883927,0.0003647353,0.5624074,0.00003548804,0.00001506818,0.00001292234,0.3243957,0.0008135751,0.00007294602,0.07020064,0.01244828,0.02918436],"study_design_scores_gemma":[0.00170365,0.0001982797,0.2256383,0.0004885203,0.0000187843,0.000006141498,0.4059803,0.001881429,0.000003081198,0.001495416,0.3617547,0.0008313396],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8253244,0.0003433101,0.00002702274,0.001293617,0.0005694785,0.00016348,8.738564e-7,0.00005639982,0.1722215],"genre_scores_gemma":[0.9831068,0.00001420986,0.0006660899,0.0001006076,0.0002245182,0.00005730749,0.000008273761,0.00001563934,0.01580658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3493065,"threshold_uncertainty_score":0.9992991,"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."}}