{"id":"W4414685624","doi":"10.47408/jldhe.vi37.1782","title":"Tutor training across disciplines: expanding aid and enabling student entrepreneurship","year":2025,"lang":"en","type":"article","venue":"Journal of Learning Development in Higher Education","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"TUTOR; Staffing; Curriculum; Discipline; Training (meteorology); Higher education; Focus (optics); Interdependence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002496036,0.0001053972,0.0002001391,0.0002648042,0.000505313,0.000209259,0.0001860916,0.00007760419,0.0001483677],"category_scores_gemma":[0.0004255528,0.0001010319,0.00003712054,0.0005146771,0.0000805758,0.0003037253,0.00004320902,0.0003388681,0.000003822281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005538528,"about_ca_system_score_gemma":0.00177726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005016152,"about_ca_topic_score_gemma":0.00007864703,"domain_scores_codex":[0.9983036,0.0003133625,0.0005874418,0.0001850966,0.0003370673,0.0002734578],"domain_scores_gemma":[0.9989943,0.0003054046,0.000301344,0.00007142408,0.000210713,0.0001168327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001306527,0.0001485601,0.7772322,0.00002233105,0.00001486455,6.164724e-7,0.2030795,0.00006650886,0.00006895998,0.0009803131,0.00008167648,0.01829147],"study_design_scores_gemma":[0.0002690717,0.00001239203,0.778416,0.0002931914,0.000008479646,0.000001067135,0.05688231,3.40723e-7,0.00005552288,0.000501109,0.1634575,0.0001030543],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901679,0.0005272938,0.00006029005,0.005005858,0.002774324,0.0001170976,7.895908e-8,0.00001913552,0.001328054],"genre_scores_gemma":[0.9855081,0.0000913682,0.001771651,0.0001230709,0.0003740559,0.00001542872,0.000001807172,0.000007043621,0.01210743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1633758,"threshold_uncertainty_score":0.4119963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07375990367893583,"score_gpt":0.4250637236941177,"score_spread":0.3513038200151818,"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."}}