{"id":"W2924488648","doi":"","title":"Transdisciplinary or Pedagogically Distinct? Disciplinary Considerations for Teaching Certificates in Higher Education","year":2018,"lang":"en","type":"article","venue":"Mount Royal University Institutional Repository (Mount Royal University)","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Discipline; Higher education; Mathematics education; Pedagogy; Teaching method; Psychology; Sociology; Social science; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02399436,0.000160061,0.0003533305,0.001251469,0.005197163,0.008203709,0.001635798,0.00109239,0.00353698],"category_scores_gemma":[0.0860372,0.0002622398,0.0003765305,0.001437501,0.005603185,0.003712565,0.007770993,0.002192087,0.000434967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007449818,"about_ca_system_score_gemma":0.0179506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004614143,"about_ca_topic_score_gemma":0.01302512,"domain_scores_codex":[0.9614601,0.02483807,0.001498994,0.001252695,0.00835597,0.002594114],"domain_scores_gemma":[0.9329874,0.02724704,0.009726777,0.002641285,0.007127183,0.0202704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002409583,0.0006355589,0.2950436,0.0006565875,0.00007231416,0.001902662,0.4903785,0.0003243236,0.003733485,0.02396266,0.003326616,0.1797226],"study_design_scores_gemma":[0.00003049748,0.000360675,0.1516274,0.0006763714,0.0000261577,0.001370749,0.8133516,0.000210409,0.0008315766,0.004957068,0.02650646,0.00005105516],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784735,0.0005650998,0.001217744,0.004712018,0.0001104949,0.00004198043,0.00001281309,0.000009159086,0.01485722],"genre_scores_gemma":[0.9977519,0.0002277495,0.0006469258,0.0004318735,0.000016185,0.0000174462,0.000009613241,0.00000466863,0.0008935787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02399436,"threshold_uncertainty_score":0.1268959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1513427657465045,"score_gpt":0.3679931007840958,"score_spread":0.2166503350375912,"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."}}