{"id":"W2587791610","doi":"10.1145/2998181.2998317","title":"On the \"How\" and \"Why\" of Emergent Role Behaviors in Wikipedia","year":2017,"lang":"en","type":"article","venue":"","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; National Science Foundation","keywords":"Dynamics (music); Psychology; Transition (genetics); Social psychology; Cognitive psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002879144,0.0000217594,0.00003035535,0.00001610812,0.0002845615,0.00006176861,0.0001123697,0.00002255534,0.0003979988],"category_scores_gemma":[0.0002299324,0.00001483855,0.000006965009,0.00004452542,0.0001150524,0.00008647349,0.00001140475,0.00002645128,0.000003511429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001320428,"about_ca_system_score_gemma":0.00005727521,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00247925,"about_ca_topic_score_gemma":0.02087414,"domain_scores_codex":[0.9996904,0.00004289933,0.00004769312,0.00005162769,0.0001144441,0.00005291899],"domain_scores_gemma":[0.9997402,0.00003057249,0.00004806439,0.0001234443,0.00003752385,0.00002022868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000005236835,0.000100786,0.1030371,0.00000120483,0.000001898764,1.273793e-7,0.02798626,0.000001104052,0.0004346757,0.8449919,0.01562904,0.007810754],"study_design_scores_gemma":[0.0002728984,0.00006460745,0.6832913,0.00001695075,0.00001026088,5.376576e-8,0.1238824,0.00004614283,0.002712938,0.02264639,0.1669016,0.0001545116],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8811225,0.000011108,0.000002372213,0.02574331,0.0002128717,0.00008261337,5.914516e-7,0.000003725373,0.09282093],"genre_scores_gemma":[0.996265,0.00003944412,0.00002176376,0.0001694675,0.00004884901,0.00000902559,2.58207e-7,0.000001172034,0.003445048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8223454,"threshold_uncertainty_score":0.9969923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0261968632898881,"score_gpt":0.353887450350599,"score_spread":0.3276905870607109,"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."}}