{"id":"W3026534621","doi":"","title":"Contributions to mathematics, statistics, econometrics, and finance : essays in honour of professor Seppo Pynnönen","year":2014,"lang":"en","type":"book","venue":"Osuva (University of Vaasa)","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Emil Aaltosen Säätiö","keywords":"Honour; Mathematical finance; Mathematics; Econometrics; Mathematical economics; Economics; Statistics; Sociology; Financial economics; Political science; Law","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008584535,0.0002678104,0.001356201,0.0008900338,0.0001038456,0.00001759432,0.0004714672,0.0003425594,0.0003327303],"category_scores_gemma":[0.0001927604,0.0004097712,0.0001415317,0.0001685273,0.0002475579,0.0001746098,0.0002837282,0.000302434,0.0001845477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003624222,"about_ca_system_score_gemma":0.0001614782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003815943,"about_ca_topic_score_gemma":0.0006386323,"domain_scores_codex":[0.9983642,0.00002149781,0.0007117321,0.0005318624,0.00004154768,0.0003291646],"domain_scores_gemma":[0.9978171,0.0002666489,0.001180609,0.0004941399,0.0001357809,0.0001057333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002653233,0.00008888805,0.0003633022,0.0003164317,0.00008974236,0.000005137218,0.00123466,0.000137699,9.482268e-7,0.9809614,0.01580033,0.0009749671],"study_design_scores_gemma":[0.001742885,0.0002521234,0.001573306,0.0003543724,0.00005888669,0.000003642909,0.0005969873,0.002477849,0.000009627995,0.7631303,0.2290627,0.0007373192],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0561192,0.00473828,0.1721989,0.002505977,0.001320335,0.0027883,0.06138488,0.00007207191,0.6988721],"genre_scores_gemma":[0.1732843,0.00371015,0.02836169,0.0001094311,0.0001435325,0.000005271902,0.0004617967,0.0001126852,0.7938111],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2178311,"threshold_uncertainty_score":0.9998354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0203054695037381,"score_gpt":0.2005864984512432,"score_spread":0.1802810289475051,"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."}}