{"id":"W2088180885","doi":"10.1109/hicss.2013.614","title":"Wired Academia: Why Social Science Scholars Are Using Social Media","year":2013,"lang":"en","type":"article","venue":"","topic":"Social Media and Politics","field":"Social Sciences","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Social media; Public relations; Sociology; Media studies; Social science; Engineering ethics; Political science; Computer science; World Wide Web; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0007553109,0.000152283,0.000247753,0.0001467038,0.004077412,0.0004341894,0.0006761023,0.000642818,0.001053827],"category_scores_gemma":[0.002120692,0.0001528437,0.0001065596,0.001143423,0.002950809,0.001254527,0.0001199433,0.0006071389,0.0002082041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004494892,"about_ca_system_score_gemma":0.0009040097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002934503,"about_ca_topic_score_gemma":0.0005187494,"domain_scores_codex":[0.9968816,0.0002191,0.0002572254,0.0003106311,0.001312667,0.001018773],"domain_scores_gemma":[0.998615,0.0003125487,0.0001535972,0.00008768711,0.0004553138,0.0003758557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001127894,0.0001252839,0.05076711,0.00002206906,0.00004062549,0.000008574446,0.4157263,3.214208e-7,0.01272241,0.4116149,0.08766263,0.02129853],"study_design_scores_gemma":[0.001225248,0.00002896548,0.09376248,0.00004726679,0.000120472,0.000002339162,0.6497152,0.0001116082,0.003575529,0.08955239,0.1603737,0.001484787],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9361308,0.00003213653,0.00003417451,0.01009122,0.001652007,0.0002544918,0.00000718965,0.0001836008,0.05161443],"genre_scores_gemma":[0.991393,0.00001392716,0.0004123597,0.003263406,0.004565255,0.00001700097,0.000001382417,0.00001742075,0.0003162917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3220625,"threshold_uncertainty_score":0.9998593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09246364337229192,"score_gpt":0.3751632327582043,"score_spread":0.2826995893859124,"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."}}