{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.003240098,0.0004020302,0.0005002274,0.008888537,0.002881347,0.01136004,0.0007153443,0.0004383083,0.01245344],"category_scores_gemma":[0.01048692,0.0002553755,0.0003254054,0.009850842,0.002776694,0.006960153,0.006094935,0.0009988577,0.001430362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00199279,"about_ca_system_score_gemma":0.002165381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009009702,"about_ca_topic_score_gemma":0.008934652,"domain_scores_codex":[0.9934633,0.002086519,0.0003368453,0.0005246485,0.001484855,0.002103904],"domain_scores_gemma":[0.9900628,0.00376647,0.001739764,0.0006907425,0.001788439,0.001951757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006012309,0.0002290723,0.4499357,0.001035792,0.0001001846,0.003406559,0.2164223,0.0003104763,0.002751655,0.0736759,0.007637112,0.2438941],"study_design_scores_gemma":[0.00004579938,0.0002042675,0.4985207,0.001441463,0.00009627564,0.002799198,0.3394029,0.0006374682,0.001915041,0.0252203,0.1296289,0.0000876827],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.777283,0.003926116,0.001092835,0.002590016,0.00006234098,0.00005887585,0.0005772638,0.00008533355,0.2143241],"genre_scores_gemma":[0.995392,0.0009944491,0.0002936022,0.0001869495,0.00002498679,0.00002038238,0.0001238645,0.00003157217,0.002932158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9911115,"threshold_uncertainty_score":0.0416609,"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."}}