{"id":"W3142011944","doi":"10.2139/ssrn.3798445","title":"Robustness and Dynamic Sentiment","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Robustness (evolution); Computer science; Artificial intelligence; Econometrics; Economics","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":[0.002460285,0.0004548357,0.0009340166,0.0009697944,0.0005909965,0.003001783,0.000647935,0.001328731,0.01966064],"category_scores_gemma":[0.03143998,0.0003339514,0.000783413,0.0006089627,0.001209334,0.00262173,0.001257996,0.001785339,0.00212297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009143048,"about_ca_system_score_gemma":0.0003172425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001588963,"about_ca_topic_score_gemma":0.0007437302,"domain_scores_codex":[0.9991672,0.0001615408,0.00005861198,0.0003466847,0.0001166758,0.0001492942],"domain_scores_gemma":[0.9879854,0.005328035,0.003354834,0.001996844,0.0008198219,0.0005149062],"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":[0.002277403,0.0003965929,0.1136473,0.0005334747,0.00137895,0.001504866,0.001447859,0.08469785,0.01476143,0.6102548,0.05108614,0.1180133],"study_design_scores_gemma":[0.0001897571,0.0003175038,0.09079478,0.00009860369,0.0002905884,0.0006406201,0.0009440671,0.2145586,0.003221318,0.6735112,0.01530036,0.0001326037],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8707972,0.001312834,0.04017732,0.009338503,0.0004851426,0.0000786305,0.003106027,0.0006568638,0.07404744],"genre_scores_gemma":[0.9950327,0.0001544839,0.0004658934,0.0002395581,0.0001486565,0.0000105423,0.0004886561,0.00005384348,0.003405788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01966064,"threshold_uncertainty_score":0.06577134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01013537959165721,"score_gpt":0.2016901931914888,"score_spread":0.1915548135998315,"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."}}