{"id":"W1846672218","doi":"10.1002/nha3.20111","title":"“Typing Back”: Social Media as Space For Critical Discourse","year":2015,"lang":"en","type":"article","venue":"New Horizons in Adult Education and Human Resource Development","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Sociocultural evolution; Ideology; Sociology; Social media; Context (archaeology); Field (mathematics); Consumerism; Space (punctuation); World Wide Web; Social environment; Computer science; Internet privacy; Media studies; Public relations; Social science; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0005213283,0.000134068,0.0001624044,0.0001956538,0.0007192642,0.0001228146,0.0002337912,0.0001889912,0.00008937424],"category_scores_gemma":[0.001556669,0.0001473356,0.00002706208,0.0001841005,0.0003834481,0.0001165084,0.00005729206,0.0001900486,0.00006110885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004194488,"about_ca_system_score_gemma":0.001880993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004230642,"about_ca_topic_score_gemma":0.002234748,"domain_scores_codex":[0.9987062,0.00008364071,0.0002459588,0.0002699079,0.0002832709,0.0004110321],"domain_scores_gemma":[0.9992352,0.0001011776,0.00006892139,0.0001056118,0.0001499061,0.0003391923],"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":[0.00005500337,0.0005729719,0.009765903,0.00003355683,0.00001531346,0.000001190368,0.2205011,3.183616e-7,0.00001977018,0.4815268,0.1597573,0.1277508],"study_design_scores_gemma":[0.001357567,0.00006278781,0.02067824,0.0001841061,0.00001546392,0.000003071372,0.2953286,0.000001263474,0.00009785516,0.0163345,0.6655245,0.0004120822],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9075683,0.0001116067,0.0002588624,0.04076246,0.0009888485,0.0006257239,0.000003000919,0.0001324935,0.04954866],"genre_scores_gemma":[0.9788231,0.000006624215,0.00955826,0.000669807,0.0007244796,0.00005620709,0.00002563969,0.00002205211,0.01011388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5057672,"threshold_uncertainty_score":0.6008171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0433587038134059,"score_gpt":0.387188073213744,"score_spread":0.3438293694003381,"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."}}