{"id":"W2601582768","doi":"10.29173/slw6892","title":"Library Advocacy Through Twitter: A Social Media Analysis of #savelibraries and #getESEAright","year":2015,"lang":"en","type":"article","venue":"School Libraries Worldwide","topic":"Web and Library Services","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social media; Public relations; Sociology; Social network analysis; World Wide Web; Internet privacy; Political science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0002007213,0.0003675097,0.0007737716,0.0007135199,0.0002339291,0.001615229,0.001893686,0.0001575302,0.0004584208],"category_scores_gemma":[0.0001502284,0.000316454,0.0002275814,0.004351712,0.0004147255,0.01730009,0.001678718,0.0003278361,0.00004820487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001101571,"about_ca_system_score_gemma":0.0008329389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005652038,"about_ca_topic_score_gemma":0.00001643057,"domain_scores_codex":[0.9971687,0.0002631809,0.0006462131,0.0007147591,0.0006516321,0.0005555535],"domain_scores_gemma":[0.9977396,0.0006096233,0.000300058,0.000803705,0.00006275946,0.0004843058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001999382,0.0001507467,0.150036,0.0001031011,0.001271904,0.00006583054,0.03154643,0.00004234666,0.00006405985,0.6888004,0.1238673,0.003851983],"study_design_scores_gemma":[0.001958233,0.0001760955,0.3162275,0.00008579821,0.0005992997,0.00001055169,0.003832782,0.005303074,0.006467468,0.4224811,0.2415333,0.001324825],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6372353,0.02292154,0.02175106,0.08385272,0.00244386,0.001122558,0.0002643351,0.003965055,0.2264436],"genre_scores_gemma":[0.8979378,0.0001228484,0.09340248,0.005134804,0.0005778929,0.00003108841,0.0001966798,0.00006267485,0.00253368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2663193,"threshold_uncertainty_score":0.9999288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03001649161042922,"score_gpt":0.2419272922305024,"score_spread":0.2119108006200731,"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."}}