{"id":"W2061339689","doi":"10.1353/scp.2010.0003","title":"The Market Demand for University Press Books 2008–15","year":2010,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Revenue; Unit (ring theory); Business; Economics; Advertising; Finance; Mathematics","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":["bibliometrics","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0007599189,0.0002092878,0.0002538798,0.003312073,0.0004864065,0.005236193,0.0006623583,0.0004349787,0.01256789],"category_scores_gemma":[0.006911077,0.0002639722,0.0002973129,0.006094075,0.0003729419,0.003870191,0.0006265915,0.001223371,0.00531764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002152759,"about_ca_system_score_gemma":0.0010362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01545836,"about_ca_topic_score_gemma":0.02458765,"domain_scores_codex":[0.9990031,0.00007173582,0.00008137761,0.0001930146,0.0005456168,0.0001051639],"domain_scores_gemma":[0.993378,0.002195488,0.002356792,0.0002139172,0.001442235,0.0004136275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000507654,0.0002291876,0.5847388,0.0005289495,0.000162693,0.0007636044,0.001862568,0.006537612,0.001327547,0.03214407,0.2464913,0.1247061],"study_design_scores_gemma":[0.00001715218,0.0001104902,0.7005461,0.0001285332,0.00004916628,0.0007821586,0.00226357,0.00598357,0.002841337,0.001841152,0.2853689,0.00006796519],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7993017,0.002707367,0.0008632861,0.00453041,0.0001733376,0.00004403139,0.1024628,0.0004399458,0.0894772],"genre_scores_gemma":[0.8351412,0.001734119,0.000667873,0.0005362709,0.0002654645,0.0000564812,0.1341521,0.0001105023,0.02733618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9966879,"threshold_uncertainty_score":0.04204375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01503010343367087,"score_gpt":0.1979104961757251,"score_spread":0.1828803927420542,"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."}}