{"id":"W4408132370","doi":"10.1017/jbr.2024.187","title":"The End of Print: A Roundtable","year":2025,"lang":"en","type":"article","venue":"Journal of British Studies","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01898694,0.001202646,0.0009710717,0.002861791,0.01703606,0.04549263,0.003134289,0.01307982,0.09098119],"category_scores_gemma":[0.05661991,0.0009883002,0.001077099,0.001711468,0.009634794,0.0326428,0.0109314,0.02317668,0.02976057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007904151,"about_ca_system_score_gemma":0.00921179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003602156,"about_ca_topic_score_gemma":0.004865775,"domain_scores_codex":[0.9757818,0.00646436,0.00139143,0.001670423,0.01174587,0.002946092],"domain_scores_gemma":[0.9377625,0.02636842,0.002154516,0.005239647,0.01803538,0.01043953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007857391,0.00008353467,0.0001076593,0.0001483785,0.000005306903,0.0002523703,0.001875851,0.00005171272,0.0003118298,0.05445254,0.9029127,0.03971956],"study_design_scores_gemma":[0.00000798792,0.0000355263,0.0001935685,0.0002461489,0.000002713255,0.00008989067,0.001581294,0.00002748668,0.0001592133,0.005692755,0.9919381,0.00002535031],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002720103,0.01602365,0.001700074,0.5488342,0.2687676,0.0001442627,0.0002528564,0.0005279241,0.1610293],"genre_scores_gemma":[0.09296717,0.0188186,0.005368951,0.2565731,0.1497376,0.0004879587,0.0006086102,0.001947662,0.4734904],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9545074,"threshold_uncertainty_score":0.3043624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05643164529760387,"score_gpt":0.277130076525673,"score_spread":0.2206984312280691,"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."}}