{"id":"W3029443636","doi":"10.2139/ssrn.3585444","title":"Pushing Information: Realized Uncertainty and Notification Design","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Business; 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":[0.01942424,0.0009652481,0.001029708,0.001720999,0.001485082,0.007730522,0.002529258,0.003136174,0.00780566],"category_scores_gemma":[0.1571297,0.001211094,0.0009010178,0.0008394043,0.001986515,0.009620967,0.002862619,0.002843237,0.0006235651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001901381,"about_ca_system_score_gemma":0.002329621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001671429,"about_ca_topic_score_gemma":0.001205179,"domain_scores_codex":[0.987177,0.006640108,0.0009346888,0.00152723,0.002769074,0.0009519751],"domain_scores_gemma":[0.8690071,0.1077764,0.006726594,0.006577321,0.007019999,0.002892584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.003238552,0.001310169,0.046166,0.0008542858,0.0004427287,0.001167416,0.008566611,0.1339871,0.01262966,0.5727717,0.0035816,0.2152843],"study_design_scores_gemma":[0.0002297174,0.0007812972,0.007216848,0.0001196322,0.0003292997,0.0003770343,0.001508594,0.6317615,0.005502974,0.3487344,0.003274982,0.0001636634],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2896523,0.0003711647,0.6819507,0.002454638,0.0001964343,0.0003773061,0.0001337113,0.0008475175,0.02401617],"genre_scores_gemma":[0.9689304,0.0000717977,0.02874446,0.00008939681,0.00004005713,0.0001282134,0.00004856972,0.00006213786,0.001884959],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01942424,"threshold_uncertainty_score":0.1027265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2225360720545184,"score_gpt":0.3867087572899268,"score_spread":0.1641726852354083,"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."}}