{"id":"W2270803223","doi":"","title":"Electronic publishing: politics and pragmatics","year":2007,"lang":"en","type":"article","venue":"DMU Open Research Archive (De Montfort University)","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pragmatics; Politics; Publishing; Political science; Linguistics; Media studies; Sociology; Computer science; Law; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004673452,0.0001443814,0.0001811556,0.001181857,0.0009485445,0.001996739,0.004244638,0.00008500857,0.00001488273],"category_scores_gemma":[0.0008017387,0.0001622751,0.00004027709,0.002476527,0.0003394712,0.003496727,0.004752981,0.001035058,0.00002215628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005470919,"about_ca_system_score_gemma":0.001193568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001845257,"about_ca_topic_score_gemma":0.001575508,"domain_scores_codex":[0.996801,0.0002656766,0.0002132292,0.0005215327,0.0006559589,0.00154259],"domain_scores_gemma":[0.997203,0.0009586576,0.0000839232,0.0008132489,0.0004589729,0.0004821798],"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":[0.00001989662,0.00007711953,0.007268805,0.00001136016,0.00003401662,0.0002078287,0.001549936,0.000009856946,0.0001431053,0.9812778,0.004538347,0.004861956],"study_design_scores_gemma":[0.001317703,0.0004423883,0.03409056,0.00006155575,0.0000112843,0.0000863785,0.002963537,0.0112555,0.0003703407,0.2419811,0.7069348,0.0004849064],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06027288,0.00002216997,0.6980903,0.003164791,0.00004333189,0.000845585,0.00001883745,0.0001266669,0.2374155],"genre_scores_gemma":[0.7953135,0.00006350465,0.1882033,0.000462285,0.00007997903,0.000004374182,0.000037194,0.00003321488,0.01580266],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7392967,"threshold_uncertainty_score":0.9990393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04992956292843596,"score_gpt":0.321976033184883,"score_spread":0.272046470256447,"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."}}