{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002236938,0.0007697689,0.0008546244,0.004650552,0.0007174327,0.001669604,0.001267255,0.001136504,0.0142294],"category_scores_gemma":[0.01305867,0.0004002197,0.0006866506,0.008177388,0.0003054267,0.0008514422,0.002849259,0.0009916947,0.01126245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091074,"about_ca_system_score_gemma":0.001954463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02656171,"about_ca_topic_score_gemma":0.03805042,"domain_scores_codex":[0.9979804,0.000520666,0.0003287951,0.0003723556,0.0004872614,0.0003105068],"domain_scores_gemma":[0.9896175,0.002680275,0.002095119,0.001597177,0.002355192,0.001654689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0006042146,0.0004240588,0.2340553,0.001211931,0.0002413218,0.0001741931,0.001695982,0.0006815359,0.0004689907,0.001486251,0.7316206,0.02733578],"study_design_scores_gemma":[0.0002162511,0.000123211,0.7407579,0.0004279625,0.0001109266,0.0001887808,0.002053586,0.0005528068,0.0004978169,0.001144903,0.2538268,0.00009895791],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.03466623,0.0002340611,0.0005204006,0.0002433632,0.00004674609,0.0001238915,0.9611108,0.0002413213,0.002813153],"genre_scores_gemma":[0.03048345,0.000141861,0.001047224,0.0001623012,0.00005011059,0.0008325459,0.9653959,0.0001009809,0.001785519],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02656171,"threshold_uncertainty_score":0.05281419,"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."}}