{"id":"W1779386914","doi":"10.21083/partnership.v3i2.826","title":"Top languages in global information production","year":2008,"lang":"en","type":"article","venue":"Partnership The Canadian Journal of Library and Information Practice and Research","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"University of Regina","keywords":"Newspaper; Scope (computer science); The Internet; Session (web analytics); Computer science; Population; Production (economics); World Wide Web; Literacy; Information literacy; Political science; Library science; Sociology; Media studies; Pedagogy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002920914,0.00004903055,0.00006932043,0.0004323069,0.001239377,0.0008164712,0.0002088002,0.00006410975,0.00007762294],"category_scores_gemma":[0.001949307,0.00003401166,0.00001677278,0.0009669272,0.0005409248,0.2128129,0.0000234363,0.0003409044,0.00002575706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003627031,"about_ca_system_score_gemma":0.002131042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00193919,"about_ca_topic_score_gemma":0.000262341,"domain_scores_codex":[0.9984579,0.0004355243,0.000367222,0.00003510838,0.0004539417,0.0002502867],"domain_scores_gemma":[0.9989625,0.0002655062,0.0001988989,0.00007334611,0.0001976735,0.000302136],"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":[0.0001326202,0.00001105387,0.04468321,0.00003824986,0.00001202235,0.00001493662,0.1971652,0.00005762832,4.107427e-7,0.6892999,0.03388493,0.03469984],"study_design_scores_gemma":[0.0001383981,0.00004965373,0.0242205,0.0000230022,0.000001762675,0.0001393674,0.06201362,0.00003448204,0.00001456443,0.0009095207,0.9124085,0.00004657569],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3341854,0.0007563807,0.00001071274,0.2839204,0.0002625316,0.0003376931,0.000006569307,0.00001285526,0.3805074],"genre_scores_gemma":[0.9905541,0.002017216,0.0001598589,0.006585854,0.0001798164,0.000003089191,0.000008202635,0.00000118429,0.0004907133],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8785236,"threshold_uncertainty_score":0.953241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05397616201028688,"score_gpt":0.3731963733214855,"score_spread":0.3192202113111986,"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."}}