{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004652289,0.0001263178,0.0002225475,0.0001262212,0.0001061653,0.0001626144,0.0001345635,0.00003988417,0.005592728],"category_scores_gemma":[0.0001291246,0.00006829901,0.00004527132,0.00004984718,0.0004615136,0.0005663955,0.0001448074,0.0001097621,0.00007427469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000342809,"about_ca_system_score_gemma":0.00001511177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005067821,"about_ca_topic_score_gemma":0.004303701,"domain_scores_codex":[0.9989803,0.00008469524,0.0002857892,0.0002676544,0.0001526836,0.0002289092],"domain_scores_gemma":[0.9994348,0.0001690277,0.00005120022,0.0002214271,0.0000768376,0.00004666248],"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":[0.00003762995,0.0001414031,0.1969012,0.00005096546,0.0001528272,0.00001359139,0.08705704,2.493397e-7,0.0001755702,0.6312301,0.05230882,0.03193063],"study_design_scores_gemma":[0.003005644,0.0001441966,0.05045554,0.0002583867,0.0001318262,0.000004787694,0.03122345,0.00008908966,0.0004012104,0.09646282,0.8166754,0.001147717],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8366064,0.0003325698,0.00002310962,0.01235964,0.0001437722,0.0001252125,0.00001644197,0.00008779821,0.150305],"genre_scores_gemma":[0.9690649,0.00006000961,0.00004160483,0.001074803,0.0002561336,0.00002288852,0.000002117166,0.000008620331,0.02946893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7643665,"threshold_uncertainty_score":0.9953163,"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."}}