{"id":"W4235826356","doi":"10.3138/jsp.40.1.21","title":"University Presses 2008: A Snapshot in Time","year":2008,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Theme (computing); Luck; Narrative; Media studies; Snapshot (computer storage); Metaphor; History; Sociology; Library science; Political science; Law; Art; Computer science; Literature","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":[0.001969898,0.0005025094,0.0005780328,0.004349325,0.003664375,0.02188415,0.001005488,0.001878881,0.1610174],"category_scores_gemma":[0.007454156,0.0009266099,0.0003926711,0.01357741,0.001052982,0.01404832,0.005772877,0.004183946,0.05674163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005559051,"about_ca_system_score_gemma":0.005545287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02577989,"about_ca_topic_score_gemma":0.05955783,"domain_scores_codex":[0.9978308,0.0003162679,0.0001967666,0.0002423569,0.0009587788,0.0004550771],"domain_scores_gemma":[0.9954491,0.00061571,0.0006220479,0.0003099396,0.001222855,0.001780286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001387829,0.0000437901,0.001925667,0.0007051818,0.00001008535,0.0004272858,0.01144245,0.00006541228,0.0003023185,0.01934272,0.8479313,0.117665],"study_design_scores_gemma":[0.000002254488,0.000003087703,0.001662657,0.0001342921,9.19803e-7,0.00004039127,0.002041297,0.000004351923,0.0000262719,0.0001753067,0.9959045,0.00000466236],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02066216,0.06867406,0.001496796,0.05345533,0.01563505,0.0001399474,0.03690647,0.002074277,0.8009559],"genre_scores_gemma":[0.106596,0.05230777,0.003777788,0.008995199,0.005080637,0.0004382526,0.02005905,0.003233008,0.7995123],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9781159,"threshold_uncertainty_score":0.5386569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05149378495529513,"score_gpt":0.2091071775356621,"score_spread":0.1576133925803669,"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."}}