{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004401641,0.00001969329,0.00002600576,0.00001509225,0.0002109141,0.0000560465,0.00002973609,0.00002370771,0.0003003768],"category_scores_gemma":[0.0007198532,0.00001862089,0.000004340814,0.00008048958,0.00005268584,0.00008821204,0.00000516353,0.0000193862,0.00002447354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008813742,"about_ca_system_score_gemma":0.00004219403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002615632,"about_ca_topic_score_gemma":0.001219977,"domain_scores_codex":[0.9996827,0.00005582305,0.00004840457,0.00005941275,0.00008634925,0.00006729319],"domain_scores_gemma":[0.9997596,0.00008234396,0.00001840688,0.00003450128,0.00006244255,0.00004266155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001125003,0.00002445433,0.01854741,0.000003458447,0.000002091507,6.179373e-8,0.04349859,0.00000198244,0.0001771911,0.7023678,0.01709116,0.2182847],"study_design_scores_gemma":[0.0001021154,0.00001177653,0.005659551,0.000003695138,0.000002681488,9.334772e-8,0.03374988,0.0003650545,0.0002481995,0.00380396,0.9559823,0.00007065201],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3831136,0.0000138838,0.0005793982,0.004406462,0.0007091144,0.00005552501,1.793755e-7,0.00006453161,0.6110573],"genre_scores_gemma":[0.988192,0.0000111413,0.001533672,0.0005211633,0.001223752,0.000002790654,5.720199e-7,0.000001591527,0.008513294],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9388912,"threshold_uncertainty_score":0.3288915,"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."}}