{"id":"W4385364043","doi":"10.2139/ssrn.4518248","title":"Private Signals and Fast Product Adoption Under Incomplete Information","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Game Theory and Applications","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Business; Product (mathematics); Private information retrieval; Computer science; Computer security; Mathematics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006745993,0.00009508972,0.0001279555,0.0003206014,0.0003788207,0.0002900228,0.0003439238,0.00003369622,0.00006774039],"category_scores_gemma":[0.0003701683,0.00007051395,0.00005018082,0.0009206599,0.00006656021,0.0009677898,0.0000786587,0.000600479,0.001017792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001207905,"about_ca_system_score_gemma":0.0003338621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000399482,"about_ca_topic_score_gemma":0.00002778902,"domain_scores_codex":[0.9978181,0.0001464222,0.0004474595,0.0001638833,0.0005600337,0.0008641412],"domain_scores_gemma":[0.9990731,0.0002022691,0.0002592478,0.0002266122,0.0001662944,0.0000724933],"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":[0.0000365436,0.00001701912,0.000899034,0.000002440201,0.00003255164,3.57151e-7,0.0004644628,0.001733771,0.003272814,0.8000854,0.00077536,0.1926803],"study_design_scores_gemma":[0.0002214224,0.00006986898,0.01091565,0.000005564491,0.000007951375,0.0001257989,0.002596145,0.000778854,0.0001863641,0.9714894,0.01350769,0.00009530874],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9066511,0.0001902518,0.08830068,0.003636556,0.0001049735,0.0001937254,0.00000645517,0.00007032201,0.0008458975],"genre_scores_gemma":[0.9977838,0.0004667163,0.00007828751,0.0001390254,0.0001237067,0.000009124231,0.000009229063,0.000005941887,0.00138414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.192585,"threshold_uncertainty_score":0.99976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04872784675753235,"score_gpt":0.334652189400914,"score_spread":0.2859243426433817,"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."}}