{"id":"W1544818050","doi":"10.18438/b8tg9f","title":"The LIS Blogosphere Contains Tags that Can Be Categorized and It Disseminates Professional Content","year":2010,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Web and Library Services","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Blogosphere; Content analysis; World Wide Web; Computer science; The Internet; Information retrieval; Library science; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0007255994,0.0001626196,0.0001249784,0.00005047478,0.0006280403,0.00185795,0.0006385603,0.00009221402,0.00009643113],"category_scores_gemma":[0.000568837,0.0001040938,0.00002901336,0.0002406029,0.0001196365,0.2016255,0.0003309916,0.0003920693,0.000009495594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003480268,"about_ca_system_score_gemma":0.000290561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004173722,"about_ca_topic_score_gemma":0.000003427934,"domain_scores_codex":[0.9986884,0.0002259804,0.0003106868,0.0001923277,0.0003594828,0.0002231126],"domain_scores_gemma":[0.9958577,0.003152856,0.0003512998,0.0003814981,0.00008065463,0.0001760365],"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":[0.0002569497,0.00004771752,0.0041924,0.00009726878,0.00002777706,0.000006820895,0.002208375,0.000005271433,0.0004539057,0.9605404,0.008529283,0.02363387],"study_design_scores_gemma":[0.000689157,0.0001387242,0.02978073,0.0001660097,0.00002639844,0.00005876548,0.0047633,0.02096968,0.006977119,0.0008668667,0.9352743,0.0002889669],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1375075,0.001216707,0.001264551,0.8535675,0.0009749182,0.0005923198,0.00001822934,0.00024858,0.00460966],"genre_scores_gemma":[0.8880259,0.001260897,0.006056499,0.1032126,0.00007951522,0.0000638186,0.00003448727,0.000007920848,0.00125835],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9596735,"threshold_uncertainty_score":0.9991782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01702869825409494,"score_gpt":0.247130936223285,"score_spread":0.23010223796919,"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."}}