{"id":"W6925649455","doi":"10.17879/byzrev-2025-6758","title":"Liv Ingeborg Lied – Brent Nongbri, Working with Manuscripts:","year":2025,"lang":"en","type":"article","venue":"Universitäts- und Landesbibliothek Münster","topic":"International Arbitration and Investment Law","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tyndale University","funders":"","keywords":"White (mutation); Hickey; Line drawings; Narrative","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":[],"consensus_categories":[],"category_scores_codex":[0.00234645,0.001443096,0.001038021,0.003460474,0.003060683,0.01144268,0.001333409,0.003731697,0.1859993],"category_scores_gemma":[0.008553743,0.0009134379,0.0002920425,0.003990786,0.001860654,0.01247247,0.003267227,0.002816138,0.2131159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002582941,"about_ca_system_score_gemma":0.004191427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01084123,"about_ca_topic_score_gemma":0.01052422,"domain_scores_codex":[0.9982412,0.0004639479,0.0001347626,0.0002785595,0.0007242304,0.0001574133],"domain_scores_gemma":[0.9974399,0.000875949,0.0002909795,0.0001336928,0.0008879979,0.0003715987],"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":[0.00000948953,0.000004233729,0.00003255408,0.0001368445,0.000001182529,0.00003216444,0.0003586657,0.00001794885,0.00005590486,0.002366206,0.9570716,0.03991319],"study_design_scores_gemma":[0.00000220391,0.000002267392,0.00009107512,0.0002317356,8.006451e-7,0.00005803791,0.0003611745,0.0000109507,0.00005050993,0.0007972968,0.9983891,0.00000482328],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.00121303,0.529672,0.004641131,0.0980928,0.02537341,0.0001512044,0.002306527,0.00271627,0.3358336],"genre_scores_gemma":[0.009704073,0.1310777,0.003219417,0.01031425,0.002617978,0.000216188,0.001194798,0.001786003,0.8398697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1859993,"threshold_uncertainty_score":0.6222298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02030232543365068,"score_gpt":0.2149316275085088,"score_spread":0.1946293020748581,"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."}}