{"id":"W4391245651","doi":"","title":"An introduction to TWG14: University mathematics education","year":2023,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Mathematics education; Computer science; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.002793245,0.0001088385,0.0001090562,0.0002465646,0.0003452941,0.0002491503,0.0009110485,0.00005086468,0.0000228976],"category_scores_gemma":[0.0004144027,0.000122177,0.00004912794,0.0009541844,0.00002728941,0.0004209002,0.000241029,0.0001270155,0.0003115465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009836438,"about_ca_system_score_gemma":0.0001328537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002810695,"about_ca_topic_score_gemma":0.0001158637,"domain_scores_codex":[0.9977416,0.001212394,0.0001759225,0.0004221981,0.0002355875,0.000212271],"domain_scores_gemma":[0.9974077,0.0002428914,0.0001201508,0.001127543,0.0009620296,0.0001397132],"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":[8.623287e-7,0.0001509001,0.0003903901,0.00002044493,0.000006769758,0.000001273763,0.009464918,0.0001726159,0.005586514,0.9487035,0.002034436,0.03346739],"study_design_scores_gemma":[0.0002538176,0.000002303012,0.01032126,0.0005220111,0.00001403106,0.00002228179,0.002786978,0.09877834,0.0560899,0.004546355,0.8260658,0.0005969265],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08517496,0.00001610691,0.8909812,0.01539621,0.00039717,0.0001828601,0.000001750824,0.000539131,0.007310595],"genre_scores_gemma":[0.7096556,0.00002531702,0.1930627,0.0001010174,0.000148981,0.00001024865,0.00005149692,0.00002363967,0.09692096],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9441571,"threshold_uncertainty_score":0.4982234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01287381052368297,"score_gpt":0.2274536266700696,"score_spread":0.2145798161463866,"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."}}