{"id":"W4213420387","doi":"10.1007/978-3-030-76660-3_8","title":"Emotions in Postsecondary Teaching and Learning","year":2022,"lang":"en","type":"book-chapter","venue":"Higher education","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Scholarship; Psychology; Subject (documents); Relation (database); Pedagogy; Mathematics education; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00105287,0.0001422197,0.0001613356,0.0002332181,0.001068479,0.00007977303,0.0001317581,0.0001744491,0.02354844],"category_scores_gemma":[0.00009340137,0.000177004,0.00004844107,0.00005636595,0.0001318478,0.0001832173,0.00004518008,0.001315848,0.00009124153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005829161,"about_ca_system_score_gemma":0.001038691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003586818,"about_ca_topic_score_gemma":0.000726841,"domain_scores_codex":[0.9986172,0.0004089128,0.0002078917,0.0003361423,0.0002490292,0.0001807724],"domain_scores_gemma":[0.9993343,0.00019659,0.000129116,0.0001706814,0.00005199129,0.0001173685],"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":[0.000003135637,0.0001039651,0.005067977,0.00002795321,0.000009244153,5.16649e-7,0.02364745,0.000002599955,0.000003228733,0.9361251,0.01323317,0.02177564],"study_design_scores_gemma":[0.00004578942,0.00001354565,0.04956969,0.00003351195,0.00001163964,6.65022e-7,0.000921731,1.04692e-7,3.722723e-8,0.01870719,0.9305293,0.0001667889],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01850679,0.000546824,7.168734e-7,0.01273475,0.002322746,0.000268382,0.000004872646,0.00008128025,0.9655336],"genre_scores_gemma":[0.1379155,0.0001271173,0.0002383003,0.000486397,0.0005576445,0.00004056058,0.0001043889,0.00002697516,0.8605031],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9174179,"threshold_uncertainty_score":0.9773442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03101450106786971,"score_gpt":0.3383852071135112,"score_spread":0.3073707060456415,"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."}}