{"id":"W606684156","doi":"10.1007/b105993","title":"Statistical Modeling and Analysis for Complex Data Problems","year":2005,"lang":"en","type":"book","venue":"","topic":"Financial Risk and Volatility Modeling","field":"Economics, Econometrics and Finance","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"HEC Montréal; Université de Montréal; Group for Research in Decision Analysis","funders":"","keywords":"Statistical analysis; Field (mathematics); Computer science; Data science; Management science; Data mining; Statistics; Mathematics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007133286,0.0002654524,0.001024999,0.000380498,0.0001322958,0.0001171796,0.0004098017,0.0002842816,0.0004217355],"category_scores_gemma":[0.000117845,0.0003087003,0.0001351369,0.0001033883,0.0000508927,0.0001850321,0.0002552556,0.0002121555,0.00005669825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009676254,"about_ca_system_score_gemma":0.00007200821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002808395,"about_ca_topic_score_gemma":0.0005891988,"domain_scores_codex":[0.9976417,0.000004683414,0.0009832901,0.001015391,0.00004314984,0.0003118321],"domain_scores_gemma":[0.9986296,0.0001255555,0.0002554609,0.0008382772,0.00005276604,0.00009835519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002594861,0.00005813675,0.002011233,0.0002943988,0.0009027548,6.925966e-7,0.0001279285,0.02569981,1.543381e-7,0.939052,0.0210572,0.01076971],"study_design_scores_gemma":[0.0001612293,0.00001726622,0.0001233938,0.000008956995,0.0001442797,2.360971e-7,0.000002198952,0.6828463,8.774848e-9,0.1167947,0.1996496,0.0002517895],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00003512998,0.002360432,0.8688685,0.0001181416,0.00005736146,0.0003958985,0.01173289,0.00003665487,0.116395],"genre_scores_gemma":[0.02802924,0.003019978,0.3880396,0.0005173609,0.001402809,0.00008193604,0.03551871,0.0001938399,0.5431966],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8222573,"threshold_uncertainty_score":0.9999365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2336331405902183,"score_gpt":0.2971399535316182,"score_spread":0.06350681294139995,"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."}}