{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001944933,0.001186907,0.0008676755,0.003697853,0.001438442,0.006641267,0.002072359,0.002085854,0.205822],"category_scores_gemma":[0.003740945,0.0005424351,0.0007568399,0.007347982,0.001005866,0.004279805,0.004708256,0.002515405,0.1663157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003006689,"about_ca_system_score_gemma":0.003219728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006139846,"about_ca_topic_score_gemma":0.01103693,"domain_scores_codex":[0.9980466,0.0004816345,0.0001606457,0.0003349689,0.0007206677,0.0002554482],"domain_scores_gemma":[0.9982992,0.0003559406,0.0000797804,0.0002194241,0.0004655363,0.0005801423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003203478,0.00007188733,0.0002368802,0.0001732355,0.000003444956,0.00003243428,0.0001142099,0.0005714167,0.0007615394,0.01965288,0.6179349,0.3604152],"study_design_scores_gemma":[0.000003358902,0.00001186711,0.0002597552,0.00005145701,6.097671e-7,0.00002793145,0.00003483383,0.0001935564,0.0001649936,0.002642451,0.9966028,0.000006522097],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00452864,0.01003093,0.1472656,0.01881041,0.0244884,0.0008946973,0.009764784,0.02210984,0.7621067],"genre_scores_gemma":[0.01382517,0.009271958,0.07941212,0.005051081,0.006042903,0.0006558373,0.01758078,0.009486909,0.8586732],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.205822,"threshold_uncertainty_score":0.6885431,"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."}}