{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000666607,0.0001474302,0.0002119441,0.000161792,0.0002599173,0.0002510214,0.001472441,0.00007542268,0.000006982536],"category_scores_gemma":[0.0003923386,0.0001230398,0.0000941168,0.0002827591,0.00009209449,0.001043281,0.0006485995,0.0005179955,0.000001339673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003193216,"about_ca_system_score_gemma":0.0000214213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008976638,"about_ca_topic_score_gemma":0.0007984433,"domain_scores_codex":[0.9988322,0.0000588922,0.0003424866,0.0001997885,0.0002913103,0.0002753491],"domain_scores_gemma":[0.9990531,0.0001543144,0.0002427674,0.0003052458,0.000179198,0.0000653796],"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":[0.0007428379,0.009460308,0.1244753,0.0007031113,0.0004131545,0.000003148883,0.3279915,0.001110172,0.02427064,0.126169,0.02745795,0.3572029],"study_design_scores_gemma":[0.002846194,0.001035275,0.07978927,0.006138271,0.0001288944,0.000003315454,0.08351938,0.008095433,0.008789401,0.05166584,0.7570142,0.0009745459],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771754,0.000005449173,0.00003526617,0.006453449,0.0009111271,0.0002916123,0.00001620481,0.00006833366,0.01504317],"genre_scores_gemma":[0.9979312,0.00001384134,0.000232073,0.0007225913,0.0002643472,0.00001316831,0.00002156905,0.00000994782,0.0007912442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7295562,"threshold_uncertainty_score":0.5017418,"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."}}