{"id":"W2086184410","doi":"10.3138/jsp.45.3.003","title":"The Predictive Value of Disruptive Technology Theory for Digital Publishing in the Traditional Publishing Environment: A South African Case Study","year":2014,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Digitization; Electronic publishing; Context (archaeology); Marketing; State (computer science); Economics; Advertising; Sociology; Public relations; Business; Computer science; Political science; The Internet; Telecommunications; World Wide Web; History; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.01143532,0.0002218743,0.000328017,0.001316302,0.0007698106,0.1320452,0.004160953,0.0001833494,0.000002603876],"category_scores_gemma":[0.0195905,0.0001330209,0.0001919052,0.002176667,0.0002003664,0.2483453,0.0006332994,0.001804505,4.925973e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001742075,"about_ca_system_score_gemma":0.0003569629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000114515,"about_ca_topic_score_gemma":0.000005373541,"domain_scores_codex":[0.9960101,0.0005527927,0.001040426,0.0003720768,0.001584609,0.0004399979],"domain_scores_gemma":[0.9932657,0.004280655,0.001222466,0.0004612473,0.0006132845,0.0001565769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005028851,0.00139113,0.08039765,0.00002957419,0.0005743986,0.0004957297,0.1145409,0.001061081,0.00001900379,0.6546606,0.005337132,0.1409899],"study_design_scores_gemma":[0.00609447,0.00332981,0.03713025,0.0002257087,0.00009144428,0.003641335,0.3405629,0.007755898,0.00006862406,0.5641158,0.0362974,0.000686398],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7855114,0.00042349,0.1678075,0.02758452,0.0006698825,0.00102022,0.00005427737,0.00007586098,0.01685287],"genre_scores_gemma":[0.9969065,0.000003695555,0.002304691,0.0002879344,0.0003067983,0.00004635987,0.000003614421,0.0000160955,0.0001243677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.226022,"threshold_uncertainty_score":0.9886679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02573462141072389,"score_gpt":0.2142759243141771,"score_spread":0.1885413029034533,"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."}}