{"id":"W1920030477","doi":"","title":"Problems and Suggestions for Professional Course Teaching of Finance","year":2015,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Course (navigation); Finance; Financial engineering; Carry (investment); Work (physics); Path (computing); Cover (algebra); Mathematics education; Computer science; Business; Psychology; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.003386438,0.00005170342,0.00009707902,0.0001113603,0.0008071554,0.00002304448,0.0002469629,0.00005399331,0.000019202],"category_scores_gemma":[0.001012792,0.00005299495,0.00001927787,0.0007593923,0.001540592,0.0003550206,0.00002899602,0.00007868445,8.443636e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001398646,"about_ca_system_score_gemma":0.004484687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002294949,"about_ca_topic_score_gemma":0.000004010779,"domain_scores_codex":[0.9988534,0.0001193986,0.000221495,0.000162801,0.0004793866,0.0001634528],"domain_scores_gemma":[0.9979166,0.0002005201,0.000257286,0.00008086342,0.001484881,0.00005982577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000002596253,0.0002307796,0.002432127,0.00001265397,0.000001523001,2.254473e-9,0.02865551,0.000002656765,0.0005007724,0.9607306,0.003131699,0.004299091],"study_design_scores_gemma":[0.0002363954,0.00005190694,0.4385852,0.00009129722,0.00001947891,3.916771e-7,0.02329971,0.0000158251,0.0003809375,0.1714848,0.3656564,0.000177641],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7181107,0.000329795,0.001415799,0.02154266,0.01060901,0.001277708,0.0000311863,0.00004737918,0.2466358],"genre_scores_gemma":[0.9375103,0.000002953504,0.05061335,0.00009214213,0.0004500682,0.00008407529,0.000003357378,0.000004159081,0.01123965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7892458,"threshold_uncertainty_score":0.7955642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08855591297681424,"score_gpt":0.4852640946103847,"score_spread":0.3967081816335704,"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."}}