{"id":"W1706019890","doi":"10.3968/j.sss.1923018420120304.2514","title":"How to Build Practice Teaching System of Financial Mathematics in Local Universities","year":2012,"lang":"en","type":"article","venue":"Studies in sociology of science","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Carry (investment); Tracking (education); Key (lock); Finance; Computer science; Mathematics; Pedagogy; Sociology; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.008190945,0.00006433385,0.0002395931,0.0001826161,0.0004242344,0.000006084504,0.0003998092,0.00006942555,0.000002458008],"category_scores_gemma":[0.008801199,0.00006271245,0.00001967284,0.0005507052,0.01977932,0.001003973,0.0001571726,0.0002363111,0.00000391406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006053912,"about_ca_system_score_gemma":0.0005937538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006351636,"about_ca_topic_score_gemma":0.0001591917,"domain_scores_codex":[0.9983972,0.000547573,0.000211534,0.0001493144,0.0003403976,0.0003539216],"domain_scores_gemma":[0.9970583,0.002229673,0.0003072622,0.0001111549,0.0002409517,0.00005264399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005462227,0.0000682487,0.01039067,0.00004817354,0.000004720747,5.745125e-7,0.7829288,0.00007322872,0.00005754847,0.2061668,0.0000977552,0.0001580426],"study_design_scores_gemma":[0.00006768191,0.00003558167,0.007790488,0.00009160073,0.000007685066,0.000001031517,0.9855043,0.000004630861,0.00004000353,0.0001416903,0.006256429,0.00005889426],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832672,0.0006010561,0.0002421742,0.005608861,0.0008028955,0.0001240941,7.592329e-7,0.00001259395,0.009340378],"genre_scores_gemma":[0.9893584,0.00004093826,0.01015576,0.00006680882,0.00008028332,0.000006054433,5.318955e-8,0.000002363866,0.0002893297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2060251,"threshold_uncertainty_score":0.9995481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06096496392481752,"score_gpt":0.4412208465265023,"score_spread":0.3802558826016847,"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."}}