{"id":"W4402216867","doi":"10.1145/3691627","title":"Reputation Gaming in Crowd Technical Knowledge Sharing","year":2024,"lang":"en","type":"article","venue":"ACM Transactions on Software Engineering and Methodology","topic":"Mobile Crowdsensing and Crowdsourcing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Polytechnique Montréal","funders":"","keywords":"Computer science; Reputation; Knowledge management","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":[0.001053492,0.0001569191,0.0002059669,0.0004827835,0.00008439151,0.0001221882,0.0002793719,0.0001493553,0.000004231778],"category_scores_gemma":[0.0005986044,0.0001626146,0.00006274699,0.000565298,0.00002717673,0.000211977,0.00003000314,0.0004753067,0.000008688024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007027144,"about_ca_system_score_gemma":0.00003325823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002005701,"about_ca_topic_score_gemma":0.00001149092,"domain_scores_codex":[0.9987901,0.00009456959,0.0002400289,0.0005250089,0.00007552061,0.0002747528],"domain_scores_gemma":[0.9975746,0.001870058,0.00001604434,0.0004458516,0.00002217796,0.00007125672],"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":[0.00000948477,0.00005027657,0.0001054397,0.0002642789,0.00003623211,0.0001037743,0.002781924,0.08723536,0.008902818,0.007071885,0.00002165239,0.8934169],"study_design_scores_gemma":[0.0009292016,0.000410568,0.007088944,0.001900247,0.00009028557,0.001915761,0.0002204363,0.9403961,0.02396982,0.009568327,0.01214256,0.001367759],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02953135,0.001117853,0.9673213,0.0001528333,0.0007975008,0.00007708823,9.106683e-7,0.0009716497,0.00002951366],"genre_scores_gemma":[0.4694576,0.00004706672,0.5302897,0.00002364876,0.00003326786,0.00002483021,6.828645e-7,0.00001746033,0.0001057894],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8920491,"threshold_uncertainty_score":0.6631232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06536044955787561,"score_gpt":0.3277611355513543,"score_spread":0.2624006859934787,"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."}}