{"id":"W7084128437","doi":"10.1109/icbc64466.2025.11114597","title":"Toward Resilient Airdrop Mechanisms: Empirical Measurement of Hunter Profits and Airdrop Game Theory Modeling","year":2025,"lang":"en","type":"article","venue":"","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Exploit; Incentive; Game theory; Database transaction; Transaction cost; Security token; Empirical research; Empirical evidence","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":[0.007765884,0.0003961516,0.0003593336,0.001860063,0.0005101565,0.001726167,0.001058289,0.000897687,0.002387033],"category_scores_gemma":[0.04290294,0.0003210265,0.0004180077,0.001433762,0.001640709,0.004004919,0.001232877,0.001148873,0.0003541949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001142123,"about_ca_system_score_gemma":0.0005774972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002403876,"about_ca_topic_score_gemma":0.002098917,"domain_scores_codex":[0.9979023,0.001192634,0.0000990722,0.0002820437,0.0003656637,0.0001582583],"domain_scores_gemma":[0.9583191,0.02854405,0.007238402,0.003540118,0.001631402,0.0007270295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006065794,0.001888153,0.6691412,0.0003446962,0.0004485763,0.00032971,0.004315297,0.1697236,0.006885337,0.07728612,0.001784917,0.06724588],"study_design_scores_gemma":[0.00005752609,0.001039978,0.2153845,0.0001048549,0.00009334736,0.0004001779,0.003590267,0.7204073,0.002643757,0.05448376,0.00169518,0.00009924766],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784138,0.000102931,0.01818476,0.0001193139,0.000005263556,0.00009941845,0.00009416834,0.00003364115,0.002946737],"genre_scores_gemma":[0.9954734,0.00003549496,0.004179346,0.00001381671,0.000001788922,0.00003760811,0.00004106237,0.000005081343,0.0002123597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007765884,"threshold_uncertainty_score":0.04107046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1029130368606837,"score_gpt":0.4207727130403793,"score_spread":0.3178596761796957,"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."}}