{"id":"W4304165898","doi":"10.31234/osf.io/au9vp","title":"Data from an International Multi-Centre Study of Statistics and Mathematics Anxieties and Related Variables in University Students (the SMARVUS Dataset)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Education, Achievement, and Giftedness","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitas Katolik Indonesia Atma Jaya; Memorial University of Newfoundland; University of Surrey; Univerza v Mariboru; University of Pittsburgh; Eberhard Karls Universität Tübingen; Universidad El Bosque; Macquarie University; University of Sussex","keywords":"Demographics; Creativity; Test (biology); Trait; Mathematics education; Psychology; Statistics; Metadata; Computer science; Mathematics; Social psychology; Sociology; Demography; World Wide Web","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006318729,0.0001711706,0.0002539319,0.0001194283,0.00009333983,0.00005954808,0.001378229,0.0000948384,0.002326594],"category_scores_gemma":[0.00005807456,0.0001562211,0.000007296945,0.00007816243,0.0001050026,0.0001226134,0.003087971,0.0003709811,0.000002486763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004741366,"about_ca_system_score_gemma":0.00005576031,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01159224,"about_ca_topic_score_gemma":0.008803728,"domain_scores_codex":[0.9982289,0.0004150354,0.0003744113,0.0005820888,0.0002866596,0.000112873],"domain_scores_gemma":[0.9980195,0.0003243118,0.0003074335,0.001246967,0.00005643104,0.0000453809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004870127,0.005778747,0.9477713,0.00004249251,0.0006344672,0.00001610967,0.03841253,0.00001957184,0.000001073987,0.001661202,0.005452065,0.0001618012],"study_design_scores_gemma":[0.00217978,0.00004786884,0.7574074,0.00002610243,0.0002346174,0.000001173986,0.2360782,0.001190142,1.755372e-7,0.0007731092,0.001889057,0.000172329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588611,0.0000610954,0.0003017482,0.00008084597,0.0007854514,0.0006132063,0.03906038,0.00001412562,0.0002220154],"genre_scores_gemma":[0.888748,0.000679645,0.009092112,0.00005342686,0.00005206719,0.00001413957,0.09782223,0.00003847294,0.003499859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1976657,"threshold_uncertainty_score":0.9985854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07720170625432601,"score_gpt":0.3908998593439885,"score_spread":0.3136981530896625,"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."}}