{"id":"W2087221627","doi":"10.1353/scp.2012.0012","title":"Sustainability and the Scholarly Enterprise: A History of Gutenberg-e","year":2012,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Publishing; Sustainability; Scholarly communication; Political science; Sociology; History; Library science; Computer science; 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":[{"model":"gemma","categories":["scholarly_communication"],"domain":null,"study_design":"not_applicable","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["scholarly_communication"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.008924115,0.0001888632,0.0004444236,0.0003274656,0.00028762,0.02955792,0.0008742767,0.0001060407,0.0004449358],"category_scores_gemma":[0.00731298,0.000120192,0.0002848637,0.00006246767,0.0008744455,0.2089662,0.0002650611,0.001920871,0.000002619975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005753782,"about_ca_system_score_gemma":0.000360206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002629691,"about_ca_topic_score_gemma":0.00004352944,"domain_scores_codex":[0.997267,0.0003285129,0.0009290344,0.0001314016,0.0009419102,0.0004021505],"domain_scores_gemma":[0.9943711,0.000474529,0.0009501217,0.0003083523,0.003632311,0.0002636441],"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":[0.0003327344,0.0001998468,0.009953598,0.0001066146,0.0001526939,0.000008404957,0.1209532,5.93476e-7,0.00001946782,0.8309068,0.03054628,0.006819749],"study_design_scores_gemma":[0.001921722,0.0001693659,0.006270446,0.0001217003,0.0001182497,0.00008439393,0.04090124,0.000004494262,0.000006605402,0.03039843,0.9198079,0.0001954178],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.750809,0.02284629,0.00003968648,0.008288093,0.003233996,0.0002522822,0.00001668965,0.00002720829,0.2144867],"genre_scores_gemma":[0.9851327,0.00007403945,0.00008300252,0.001021148,0.00142962,0.000003775322,0.000001545837,0.00002213762,0.01223204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8892617,"threshold_uncertainty_score":0.9714495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.041026252509274,"score_gpt":0.2257081857742032,"score_spread":0.1846819332649292,"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."}}