{"id":"W4390938932","doi":"10.1109/tg.2024.3355285","title":"Searching Bug Instances in Gameplay Video Repositories","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Games","topic":"Digital Games and Media","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ubisoft (Canada); University of Alberta","funders":"","keywords":"Computer science; Metadata; Information retrieval; Code (set theory); Video game; Multimedia; World Wide Web; Programming language","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":[0.0003243006,0.0001013274,0.0001251255,0.0001953874,0.0001213626,0.00036715,0.0001420744,0.00007071783,0.00008383341],"category_scores_gemma":[0.00002397881,0.00009269371,0.00008972588,0.0005325801,0.0002132259,0.000543565,7.590739e-7,0.0002722857,0.00006895563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001233629,"about_ca_system_score_gemma":0.0002090013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007280514,"about_ca_topic_score_gemma":0.006619665,"domain_scores_codex":[0.9988387,0.00007635235,0.0001778486,0.0002540277,0.0003557144,0.0002973552],"domain_scores_gemma":[0.9994441,0.0002849912,0.00001666445,0.0001214395,0.00002540939,0.0001073903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003791411,0.0001167796,0.0001147925,0.00006119613,0.00003224257,0.0001011295,0.04982559,0.0007894477,0.00036895,0.009454809,0.0005627251,0.9385344],"study_design_scores_gemma":[0.0001539798,0.00008492774,0.0002735973,0.0003673045,0.0000168809,0.000004659536,0.009667192,0.000173141,0.004147646,0.001526975,0.9833517,0.0002320166],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2967229,0.002373572,0.020528,0.004712735,0.01049026,0.0005285296,0.00003849774,0.000837195,0.6637683],"genre_scores_gemma":[0.9628611,0.000481181,0.0001319654,0.00008665529,0.0002056298,0.00003616498,5.450735e-7,0.00001386374,0.03618288],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.982789,"threshold_uncertainty_score":0.377994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0190821321165494,"score_gpt":0.3115706933476348,"score_spread":0.2924885612310854,"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."}}