{"id":"W1772690412","doi":"10.3968/j.sms.1923845220120502.932","title":"The Discussion on the Mode of Undergraduate Tutorial System for Financial Mathematics Students of Local Universities","year":2012,"lang":"en","type":"article","venue":"Studies in mathematical sciences","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"TUTOR; Tutorial system; Mathematics education; Quality (philosophy); Mode (computer interface); Computer science; Psychology; Physics; Human–computer interaction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001356563,0.00007514475,0.0001730483,0.00003955265,0.0003756787,0.0000167389,0.001018267,0.00002915259,4.089035e-7],"category_scores_gemma":[0.0002001937,0.00002868373,0.00004547613,0.0002786663,0.001310371,0.0001190867,0.0003156419,0.00006223546,0.000001741621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008007419,"about_ca_system_score_gemma":0.00008550058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001668095,"about_ca_topic_score_gemma":0.000003272029,"domain_scores_codex":[0.9989144,0.0000579165,0.0002624184,0.0001069943,0.0004583915,0.0001998362],"domain_scores_gemma":[0.9975345,0.002048695,0.0001463915,0.0001950046,0.00005890434,0.00001652086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002949607,0.0001399982,0.0001037208,0.00008827404,0.00001297345,7.110504e-8,0.002803576,0.00003795591,0.00001076672,0.9964401,0.0001348539,0.0002247192],"study_design_scores_gemma":[0.0001653265,0.0001793216,0.0002232812,0.0004462199,0.00001411507,0.000001655304,0.1012937,0.005349232,0.002793963,0.8893754,0.00007328619,0.00008456861],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.602634,0.0003483488,0.3699973,0.0205053,0.002634089,0.001014765,0.000008046608,0.0000594188,0.002798754],"genre_scores_gemma":[0.9912108,0.00001560347,0.008616542,0.000009065236,0.00003806636,0.00003485573,5.062174e-8,0.000001375741,0.00007363829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3885768,"threshold_uncertainty_score":0.4828116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05311636324210599,"score_gpt":0.3908283708988332,"score_spread":0.3377120076567272,"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."}}