{"id":"W2009710424","doi":"10.3138/jsp.42.4.397","title":"Sustaining Scholarly Publishing: New Business Models for University Presses","year":2011,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Scholarly communication; Scholarship; Digital scholarship; Business model; Quality (philosophy); Public relations; Product (mathematics); Scientific communication; Sociology; Electronic publishing; Business; Marketing; Management; Library science; Political science; The Internet; Economics; Computer science; World Wide Web; 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","metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.008356635,0.0003570219,0.0005687937,0.001480492,0.001492872,0.2914864,0.00507501,0.0004298133,0.0003159037],"category_scores_gemma":[0.02118859,0.0003387203,0.0003510624,0.0006307317,0.0001696015,0.7185622,0.0004936669,0.004012711,0.000005608083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004038122,"about_ca_system_score_gemma":0.001603458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002774185,"about_ca_topic_score_gemma":0.0004091454,"domain_scores_codex":[0.9960459,0.0004094031,0.001100948,0.0004131855,0.001345375,0.0006851841],"domain_scores_gemma":[0.9782295,0.0005687574,0.001781439,0.0008033836,0.01794903,0.000667865],"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":[0.000715895,0.000426969,0.002701977,0.0001192196,0.0004400856,0.00004725471,0.07281603,0.0001508329,0.0003606726,0.6818705,0.2137082,0.02664241],"study_design_scores_gemma":[0.0031967,0.0002821377,0.003221925,0.0004136595,0.0002417799,0.00006230611,0.02995561,0.0001830555,0.00008568132,0.1126007,0.8491601,0.000596301],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1115566,0.01010247,0.1239291,0.07701539,0.007915446,0.001288196,0.0002342138,0.0007368952,0.6672217],"genre_scores_gemma":[0.9559679,0.0002771155,0.02857355,0.001200021,0.003351489,0.000003730033,0.00008910398,0.0001061064,0.01043097],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8444113,"threshold_uncertainty_score":0.9999065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1603123226516099,"score_gpt":0.2368552250906329,"score_spread":0.07654290243902301,"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."}}