{"id":"W2466479911","doi":"","title":"Collapsed publics: Orality, literacy, and vulnerability in academic Twitter","year":2016,"lang":"en","type":"article","venue":"","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Scholarship; Orality; Sociology; Literacy; Public relations; Citizen journalism; Identity (music); Affordance; Media studies; Political science; Pedagogy; Psychology; Aesthetics; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005100554,0.0003514703,0.0006401062,0.002735173,0.01451231,0.01441602,0.00140594,0.002171976,0.005586353],"category_scores_gemma":[0.02244093,0.0004525168,0.0004743331,0.002154522,0.02247216,0.01427408,0.02332527,0.00329611,0.0005446795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003671771,"about_ca_system_score_gemma":0.001681772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002878879,"about_ca_topic_score_gemma":0.002963233,"domain_scores_codex":[0.9929684,0.004278779,0.0002925842,0.0006001534,0.0009929421,0.0008671554],"domain_scores_gemma":[0.9894189,0.006830949,0.001585717,0.0008494575,0.0004686613,0.0008464383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003779488,0.00002144153,0.007375825,0.00006531423,0.000007313629,0.0004999271,0.9683208,0.00004036249,0.0004713793,0.01380853,0.0006413306,0.008709938],"study_design_scores_gemma":[0.000005560767,0.00004009468,0.004477694,0.0001710559,0.00001302393,0.0005944917,0.9621978,0.000205852,0.0004125717,0.0103212,0.02153475,0.0000258342],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9505449,0.0006878891,0.002319309,0.005928601,0.00009631657,0.0000412434,0.00006125652,0.0000614689,0.04025902],"genre_scores_gemma":[0.9975048,0.0001950216,0.0002283494,0.0003222801,0.0000401147,0.00002610821,0.00002574309,0.00002673862,0.001630898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9854877,"threshold_uncertainty_score":0.02697462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.053357909608723,"score_gpt":0.334799014899125,"score_spread":0.281441105290402,"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."}}