{"id":"W43734522","doi":"","title":"Mergers, Acquisitions, and Access: STM Publishing Today","year":2003,"lang":"en","type":"article","venue":"USENIX Large Installation Systems Administration Conference","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Consolidation (business); Government (linguistics); Library science; Preprint; Political science; Scientific publishing; Business; Computer science; World Wide Web; Accounting; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005972656,0.0002030024,0.0002980912,0.002149438,0.004324331,0.02066392,0.0009236152,0.00379604,0.01684747],"category_scores_gemma":[0.01554327,0.0003241335,0.0003172392,0.005974814,0.005330147,0.01505982,0.004219759,0.002978937,0.002736973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004330897,"about_ca_system_score_gemma":0.004488904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002770043,"about_ca_topic_score_gemma":0.004967496,"domain_scores_codex":[0.9922233,0.001508578,0.0003825208,0.0006189726,0.004348146,0.0009184177],"domain_scores_gemma":[0.9835174,0.007114852,0.003217587,0.001058681,0.002021669,0.003069871],"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":[0.00009556686,0.0001159761,0.01196588,0.000245129,0.00001621475,0.001363915,0.007633765,0.00029461,0.001024513,0.5757221,0.1138104,0.2877119],"study_design_scores_gemma":[0.00002380032,0.0001454086,0.01697026,0.0003142568,0.00002053679,0.004141553,0.009629688,0.0007867037,0.001164802,0.121861,0.8448874,0.00005462561],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1656159,0.04590819,0.006777911,0.2424285,0.002676437,0.00008265052,0.0002045676,0.0004524543,0.5358534],"genre_scores_gemma":[0.8302328,0.03781059,0.004949279,0.02238973,0.009622385,0.00004473437,0.0002640606,0.0001823427,0.09450406],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9793361,"threshold_uncertainty_score":0.05636036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08409144676023507,"score_gpt":0.2885181911834829,"score_spread":0.2044267444232478,"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."}}