{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003055163,0.00048434,0.0004370835,0.01549802,0.002570534,0.00708226,0.0004445564,0.0008929044,0.009352833],"category_scores_gemma":[0.01069953,0.0003436519,0.0003686541,0.01808283,0.002559155,0.008663191,0.00321709,0.0009214574,0.003558346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0015426,"about_ca_system_score_gemma":0.001969665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002119522,"about_ca_topic_score_gemma":0.007234651,"domain_scores_codex":[0.998072,0.000687025,0.0002428623,0.0001670713,0.0006688298,0.0001621838],"domain_scores_gemma":[0.9789531,0.01363359,0.002721285,0.001290944,0.00270946,0.0006916002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003008283,0.0001704709,0.08860994,0.007198945,0.00008052799,0.001746699,0.1076185,0.0002368861,0.010213,0.04552954,0.1673157,0.570979],"study_design_scores_gemma":[0.00001382966,0.0001098634,0.06773219,0.00248254,0.00004508879,0.001328458,0.04856918,0.0002728744,0.001500471,0.005947953,0.8719303,0.00006735486],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3955062,0.03357407,0.02441585,0.02176485,0.004455078,0.0007872159,0.01638008,0.00200416,0.5011125],"genre_scores_gemma":[0.7789373,0.03089231,0.03634968,0.008734614,0.002999066,0.000995608,0.01092791,0.00101186,0.1291516],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9929177,"threshold_uncertainty_score":0.03128833,"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."}}