{"id":"W7126418054","doi":"10.21428/594757db.38e0bde0","title":"Detecting Aimbot Usage in Minecraft Using a Long Short-Term Memory Model","year":2025,"lang":"en","type":"article","venue":"","topic":"Artificial Intelligence in Games","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Cheating; Flagging; Lock (firearm); Enhanced Data Rates for GSM Evolution; Server; Liveness; Reputation; Base (topology)","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":[0.0005238791,0.0008802745,0.0007016744,0.001473408,0.0003516057,0.0009715909,0.001027886,0.000994224,0.001410743],"category_scores_gemma":[0.001261599,0.000271113,0.0005812249,0.0005703046,0.0002721878,0.0008455556,0.0005617044,0.0009446203,0.0007140553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006443945,"about_ca_system_score_gemma":0.0005221611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01366863,"about_ca_topic_score_gemma":0.01670255,"domain_scores_codex":[0.9997552,0.00001894481,0.00002475466,0.00008730278,0.00004391936,0.00006977651],"domain_scores_gemma":[0.9994142,0.0001780748,0.0001226616,0.00004594676,0.0001739356,0.00006507895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002761995,0.002580265,0.3268488,0.0002275299,0.0005055617,0.001343882,0.0003555894,0.2104324,0.04059877,0.001283009,0.007145706,0.4059165],"study_design_scores_gemma":[0.0000112085,0.0001932508,0.02393818,0.00001530157,0.0000507594,0.0001203431,0.00006191045,0.9714651,0.00325809,0.0004790257,0.0003869396,0.00001994708],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9160251,0.0006771142,0.07698782,0.0004325774,0.0001389165,0.0001268685,0.001093575,0.001034581,0.003483556],"genre_scores_gemma":[0.9869888,0.0001108599,0.009621641,0.000120773,0.00002227345,0.00004052927,0.0006485666,0.00001774484,0.002428955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01366863,"threshold_uncertainty_score":0.02717811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06543545160495917,"score_gpt":0.3385032907312572,"score_spread":0.2730678391262981,"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."}}