{"id":"W4387122153","doi":"10.1142/13656","title":"Selected Works of William T Ziemba","year":2023,"lang":"en","type":"book","venue":"World Scientific series in finance","topic":"Risk and Portfolio Optimization","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Art","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":[0.003552566,0.0003542818,0.0008746579,0.002313402,0.0002581914,0.0005691073,0.001747057,0.0002897151,0.0003329879],"category_scores_gemma":[0.001530321,0.0003168183,0.000180571,0.01105229,0.001064692,0.0006759575,0.0003084546,0.000504751,0.0007269188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001450287,"about_ca_system_score_gemma":0.001085984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007512031,"about_ca_topic_score_gemma":0.003022926,"domain_scores_codex":[0.9942888,0.0001381988,0.001615365,0.001298256,0.002145225,0.0005141675],"domain_scores_gemma":[0.9953894,0.0006670386,0.001134339,0.001693247,0.001048423,0.00006752954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005943925,0.00003383827,0.0012874,0.00001413383,0.000009747837,0.00003223544,0.000619438,0.008248689,0.00001694391,0.006979588,0.9515949,0.0311036],"study_design_scores_gemma":[0.0001587311,0.00002499759,0.003710875,0.0004575138,0.000009180799,0.000002703898,0.00003516296,0.0006546325,0.0001334814,0.04784521,0.9466382,0.0003293653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005670059,0.005341478,0.00111435,0.0006580005,0.02709222,0.001453041,0.0004371925,0.0003509026,0.9578828],"genre_scores_gemma":[0.002627798,0.001296975,0.001372133,0.00002371226,0.0001320461,0.00003023727,0.0001879584,0.00005023084,0.9942789],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04086562,"threshold_uncertainty_score":0.9999284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04884069837694191,"score_gpt":0.3171296668444601,"score_spread":0.2682889684675183,"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."}}