{"id":"W2964838434","doi":"10.26803/ijlter.18.7.4","title":"Investigating Mathematics Anxiety over Time in University Engineering Students","year":2019,"lang":"en","type":"article","venue":"International Journal of Learning Teaching and Educational Research","topic":"Education, Achievement, and Giftedness","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"University of Guelph; American Educational Research Association","keywords":"Anxiety; Psychology; Mathematics education; Test anxiety; Clinical psychology; Pairwise comparison; Medical education; Developmental psychology; Medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004420218,0.0000829789,0.0001288354,0.0006385163,0.0001208401,0.000100222,0.0004770051,0.00005874312,0.0008483945],"category_scores_gemma":[0.001491406,0.0000854572,0.00004128743,0.0001633011,0.00004754436,0.0002298101,0.0001024793,0.001354563,0.00008690714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002561143,"about_ca_system_score_gemma":0.0002108408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002276966,"about_ca_topic_score_gemma":0.000004752277,"domain_scores_codex":[0.9980826,0.0004396838,0.0002927627,0.0001587283,0.0008222319,0.0002039262],"domain_scores_gemma":[0.9977956,0.001484294,0.0001820157,0.00008936493,0.0003465926,0.0001021215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002242181,0.0003509891,0.9743559,0.0000170876,0.00009558051,0.000003106861,0.01341609,0.0004666494,0.000838301,0.008322428,0.0009588927,0.00115253],"study_design_scores_gemma":[0.0007793384,0.00008788499,0.9779733,0.0003433148,0.000006763829,0.00005495334,0.008614959,0.0009460092,0.000007042524,0.0007448598,0.01032674,0.0001148056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940341,0.00008532026,0.00004248246,0.001659313,0.0007258841,0.00007372274,0.000001466794,0.000005797088,0.003371927],"genre_scores_gemma":[0.9861255,0.00002991434,0.001810259,0.00002973317,0.0003732244,0.00000123162,0.000009400107,0.00001303489,0.01160767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009367844,"threshold_uncertainty_score":0.9289325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04429565170865721,"score_gpt":0.4254547137986997,"score_spread":0.3811590620900425,"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."}}