{"id":"W2528550417","doi":"10.3138/jsp.48.1.17","title":"The Impact of Disruptive and Sustaining Digital Technologies on Scholarly Journals","year":2016,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dilemma; Publishing; Disruptive innovation; Innovator; Scholarly communication; Emerging technologies; Disruptive technology; Power (physics); Sociology; Electronic publishing; Public relations; Business; Computer science; Political science; Marketing; The Internet; World Wide Web; Intellectual property; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02094962,0.0003774938,0.0004420244,0.006941146,0.00711794,0.03109717,0.001709658,0.004433809,0.008780702],"category_scores_gemma":[0.135578,0.0004793148,0.0006823253,0.007944767,0.01290583,0.01938192,0.00886897,0.002788889,0.002041091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00675364,"about_ca_system_score_gemma":0.007758029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003709213,"about_ca_topic_score_gemma":0.00340872,"domain_scores_codex":[0.9699423,0.0139766,0.001676673,0.001431855,0.0106239,0.002348664],"domain_scores_gemma":[0.7511472,0.1642324,0.02821746,0.01086121,0.03391704,0.01162474],"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":[0.0004322927,0.0004026853,0.07698313,0.001008914,0.0001971848,0.002830099,0.0460025,0.00253323,0.002656542,0.538563,0.05170412,0.2766863],"study_design_scores_gemma":[0.0001249597,0.0006602274,0.08435305,0.001440798,0.0002293044,0.00242688,0.09221596,0.002773379,0.005868184,0.3467706,0.4628022,0.0003343798],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3668427,0.02742942,0.006365681,0.1803889,0.002704177,0.0001165544,0.0003503334,0.0004673012,0.4153349],"genre_scores_gemma":[0.9752666,0.008670609,0.001222232,0.005654867,0.00210611,0.00004290937,0.00004254233,0.00008978168,0.006904383],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9689028,"threshold_uncertainty_score":0.1107935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06512304406708154,"score_gpt":0.314936008411917,"score_spread":0.2498129643448355,"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."}}