{"id":"W3121554951","doi":"","title":"On the Value of Improved Informativeness","year":2012,"lang":"en","type":"article","venue":"Cahiers de recherche","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Measure (data warehouse); Volatility (finance); Compensation (psychology); Value (mathematics); Principal (computer security); Econometrics; Computer science; Economics; Microeconomics; Psychology; Machine learning; Data mining; Social psychology; Computer security","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":[0.04479892,0.001425413,0.002291664,0.001976279,0.001334038,0.005846032,0.00277204,0.005328863,0.005636716],"category_scores_gemma":[0.2161531,0.001002169,0.001035508,0.001490964,0.009640975,0.01263136,0.005868186,0.007808866,0.0007519965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002593697,"about_ca_system_score_gemma":0.00182013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006510935,"about_ca_topic_score_gemma":0.0003913687,"domain_scores_codex":[0.9739715,0.01736285,0.0009559035,0.002896499,0.003910901,0.0009023629],"domain_scores_gemma":[0.6907946,0.2501061,0.01637533,0.03348453,0.006781625,0.002457864],"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":[0.0005044208,0.0001243072,0.004147523,0.0002745313,0.000199593,0.0003588853,0.0004805531,0.07309169,0.00200025,0.8588977,0.002184817,0.05773581],"study_design_scores_gemma":[0.00008632487,0.0001874234,0.002062269,0.0001081514,0.00006012795,0.0001919018,0.00008026512,0.08934037,0.00153447,0.9044769,0.001818922,0.00005298506],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.244219,0.005771521,0.6387122,0.03602061,0.000555902,0.0001279783,0.0004381867,0.0008281396,0.07332652],"genre_scores_gemma":[0.9489891,0.0009113608,0.04532028,0.001426018,0.0006188946,0.00007995663,0.0000830644,0.0001526603,0.002418612],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04479892,"threshold_uncertainty_score":0.2369222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.147233900254324,"score_gpt":0.2943142062389908,"score_spread":0.1470803059846668,"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."}}