{"id":"W2100411905","doi":"10.1145/2615569.2615684","title":"Multilinguals and Wikipedia editing","year":2014,"lang":"en","type":"article","venue":"","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council","keywords":"Multilingualism; Order (exchange); Quarter (Canadian coin); Clef; First language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001683518,0.0002264609,0.0002423684,0.00291016,0.001621754,0.003641751,0.0004223345,0.0002574994,0.006238698],"category_scores_gemma":[0.01721714,0.0001218162,0.0002266791,0.003053436,0.001018404,0.003400445,0.002717033,0.0004004446,0.0006922114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007709592,"about_ca_system_score_gemma":0.000785852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005247897,"about_ca_topic_score_gemma":0.01045549,"domain_scores_codex":[0.9965527,0.001241977,0.0003029476,0.0005162659,0.0009882698,0.0003978034],"domain_scores_gemma":[0.9824039,0.007329102,0.005036382,0.001129626,0.002380624,0.001720375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004512766,0.0002927364,0.5276616,0.0009111736,0.0002630873,0.00192779,0.0976155,0.001014612,0.00303717,0.02450492,0.01383079,0.3284894],"study_design_scores_gemma":[0.00002466313,0.0001992712,0.6908746,0.0003629433,0.000119392,0.003018809,0.061704,0.002406883,0.00299214,0.01208443,0.2260999,0.0001129765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8889555,0.003557794,0.002417122,0.0009892327,0.0001273134,0.00004403612,0.0006987062,0.0001974661,0.1030129],"genre_scores_gemma":[0.9908771,0.0004843005,0.0009326318,0.00006467416,0.00007485182,0.00001197653,0.0002283756,0.00006350812,0.007262472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006238698,"threshold_uncertainty_score":0.02087051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0125668519898784,"score_gpt":0.3474546797023453,"score_spread":0.3348878277124669,"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."}}