{"id":"W3213217104","doi":"10.1287/mksc.2021.1305","title":"Pushing Notifications as Dynamic Information Design","year":2021,"lang":"en","type":"article","venue":"Marketing Science","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Marketing; Industrial organization; Business","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":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0152865,0.00008974721,0.00009944459,0.0004805828,0.0008472732,0.002441868,0.001050542,0.00002825748,0.0008959077],"category_scores_gemma":[0.01722278,0.00007699242,0.00005178574,0.00314117,0.0002047065,0.005469124,0.0002685763,0.0001044915,0.003202606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009097861,"about_ca_system_score_gemma":0.0003669605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006993714,"about_ca_topic_score_gemma":0.000004346094,"domain_scores_codex":[0.9966878,0.0001984586,0.0005511251,0.0002832437,0.001987814,0.0002915327],"domain_scores_gemma":[0.997205,0.0009547577,0.0002561416,0.0005334556,0.0009376178,0.0001129787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001336783,0.0001791226,0.02104117,0.00003879243,0.00001800301,0.00003211046,0.01041244,0.01537057,0.04469644,0.03040049,0.04872643,0.8289508],"study_design_scores_gemma":[0.000370979,0.00002577726,0.6066622,0.00005793337,0.00001945701,0.00004591917,0.01209221,0.2591181,0.00429641,0.004816703,0.1119809,0.0005134046],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6440006,0.00003550751,0.2202499,0.006142559,0.001016061,0.0003153003,0.000008898344,0.0001830046,0.1280482],"genre_scores_gemma":[0.9772503,0.000005582028,0.01676851,0.0008857489,0.00001232046,0.00001302777,0.000007280848,0.000002826429,0.005054433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8284374,"threshold_uncertainty_score":0.9985937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2070111924627812,"score_gpt":0.4398451866615307,"score_spread":0.2328339941987495,"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."}}