{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000901414,0.0002711567,0.0002699922,0.0005065308,0.007598286,0.0001868775,0.0005782582,0.0002756906,0.0008446138],"category_scores_gemma":[0.0004629306,0.0002971485,0.0001740747,0.0003814767,0.001624121,0.001080455,0.0001861293,0.0004772214,0.00004759374],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003940635,"about_ca_system_score_gemma":0.00309942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006140481,"about_ca_topic_score_gemma":0.007700207,"domain_scores_codex":[0.9971165,0.0007787121,0.0003267701,0.0007029011,0.0006248953,0.0004501959],"domain_scores_gemma":[0.9977129,0.0009256577,0.0002762055,0.000290512,0.0005192007,0.0002755029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001628764,0.001325686,0.005127163,0.00005330633,0.000100131,0.0003331156,0.01681758,0.003231682,0.0002948327,0.9674622,0.003194046,0.0004314316],"study_design_scores_gemma":[0.001532747,0.0004069298,0.05922335,0.0001733303,0.000263296,0.00001662223,0.0335782,0.00188642,0.00004084531,0.002401556,0.8997434,0.0007332669],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6654728,0.00003267685,0.001461112,0.01029337,0.001707537,0.0008449028,0.00007093972,0.0002474513,0.3198692],"genre_scores_gemma":[0.8551066,0.00000448829,0.002456713,0.0000842627,0.000627654,0.000002808186,0.00005600637,0.00001218153,0.1416493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9650607,"threshold_uncertainty_score":0.9999481,"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."}}