{"id":"W4414836358","doi":"10.1145/3748611","title":"If You Build It, They Will Comment: Distributed Mentoring in an Online Game Modding Community","year":2025,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Digital Games and Media","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Victoria","funders":"","keywords":"Mod; Reciprocal; Leverage (statistics); Craft; Game mechanics; Game Developer; Video game development; Game design","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":[0.00265544,0.0005362084,0.0002453307,0.0008514926,0.003237854,0.001775571,0.000550976,0.001947769,0.01644184],"category_scores_gemma":[0.02784555,0.0001924494,0.0003897127,0.0003685422,0.001772314,0.003255888,0.001737611,0.003157659,0.0046777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001002089,"about_ca_system_score_gemma":0.0008705217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002986994,"about_ca_topic_score_gemma":0.006388599,"domain_scores_codex":[0.9985088,0.0007835227,0.00007387149,0.0001405836,0.0003483217,0.0001448934],"domain_scores_gemma":[0.9835975,0.008149522,0.001021412,0.0007296266,0.004134684,0.002367316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003969883,0.0002384117,0.03151815,0.0005212469,0.00005742703,0.005592922,0.2011232,0.0004211914,0.007509717,0.01225914,0.6379064,0.1024552],"study_design_scores_gemma":[0.0000204397,0.0003044274,0.008951926,0.0002705491,0.00003722099,0.001758972,0.08149503,0.001581581,0.002672472,0.002020275,0.9007453,0.0001417489],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4896431,0.001527158,0.05712008,0.2781687,0.0300151,0.0008832296,0.001321466,0.004203416,0.1371178],"genre_scores_gemma":[0.7636674,0.0007103809,0.01744127,0.04487883,0.002623979,0.000395143,0.0005333588,0.001397938,0.1683517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01644184,"threshold_uncertainty_score":0.05500346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.077436050656612,"score_gpt":0.3764726049735319,"score_spread":0.2990365543169199,"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."}}