{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004912032,0.002149107,0.002979116,0.001896007,0.0004027155,0.002200856,0.002086302,0.002043061,0.00603209],"category_scores_gemma":[0.01651745,0.001238475,0.001369811,0.003686096,0.001734451,0.002991331,0.001326559,0.004670335,0.003875917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008252642,"about_ca_system_score_gemma":0.001470332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002455994,"about_ca_topic_score_gemma":0.002598958,"domain_scores_codex":[0.9968957,0.001285525,0.0002437516,0.0003270441,0.001170779,0.00007719929],"domain_scores_gemma":[0.9814484,0.01534047,0.0004476238,0.001503517,0.001126567,0.000133416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005532891,0.00009938282,0.001149528,0.0008375871,0.0003764074,0.0002085589,0.0002270965,0.1491524,0.001668775,0.2992586,0.1048392,0.4421272],"study_design_scores_gemma":[0.00002215626,0.00002666875,0.000487526,0.0001010893,0.00005918413,0.0002013426,0.00002446039,0.4576151,0.0005343504,0.5031388,0.03775597,0.00003324837],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0004297752,0.007005492,0.9895297,0.0006507118,0.000246828,0.00002116541,0.0001583671,0.0006562875,0.001301707],"genre_scores_gemma":[0.03361691,0.01986294,0.9268715,0.0007777113,0.00254484,0.000588466,0.001720538,0.001095234,0.01292171],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00603209,"threshold_uncertainty_score":0.02597761,"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."}}