{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004981911,0.0001019763,0.000142604,0.000170359,0.0003036027,0.0007744489,0.0004307668,0.0000431213,0.00009686877],"category_scores_gemma":[0.0008021668,0.0000767577,0.00006016763,0.0004563042,0.00003252718,0.002848298,0.00005646694,0.0005922435,0.0002633394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000160649,"about_ca_system_score_gemma":0.000439212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001346388,"about_ca_topic_score_gemma":0.00002163166,"domain_scores_codex":[0.9976588,0.0001327985,0.0005919058,0.0001240326,0.000813667,0.000678832],"domain_scores_gemma":[0.9989877,0.0001548386,0.0003621189,0.0001266068,0.0002372686,0.0001315218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000459166,0.00002609767,0.003693381,0.000008501605,0.00009080426,0.000002316468,0.008706239,0.004995675,0.000268755,0.3214943,0.0160444,0.6442103],"study_design_scores_gemma":[0.004110238,0.0007956641,0.01479266,0.00002452966,0.0001286895,0.0002610638,0.05329859,0.1210582,0.0001443649,0.4872659,0.3172857,0.0008344105],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1270778,0.0003583712,0.8384485,0.03096769,0.0001988508,0.0003564215,0.00000566371,0.00008568618,0.002501086],"genre_scores_gemma":[0.9963855,0.0004686284,0.0007871901,0.001876372,0.0001122404,0.000005123098,0.000008730146,0.00000471686,0.0003515311],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8693077,"threshold_uncertainty_score":0.7468029,"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."}}