{"id":"W4416151992","doi":"10.1080/19475020.2025.2575620","title":"The Road Past Monchy: Fighting the First World War at Arras, 1914–1918","year":2025,"lang":"en","type":"article","venue":"First World War Studies","topic":"World Wars: History, Literature, and Impact","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"First world war; First World; First nation; Event (particle physics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001412027,0.0004909297,0.0005730615,0.0002670693,0.01524211,0.0002587363,0.001172664,0.00008750858,0.0001201486],"category_scores_gemma":[0.0007822146,0.0002924738,0.0003617209,0.002192071,0.001554565,0.0003060567,0.0005088859,0.000613669,0.0002038319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001127225,"about_ca_system_score_gemma":0.0001456696,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001887521,"about_ca_topic_score_gemma":0.3139289,"domain_scores_codex":[0.9965094,0.0003104637,0.0006397809,0.0006307083,0.0007455649,0.001164063],"domain_scores_gemma":[0.9965732,0.001895556,0.000316721,0.0008079206,0.0002561051,0.0001505688],"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":[0.00005738776,0.00005527162,0.02611743,0.0000563854,0.0003898813,0.00001091307,0.08296772,0.00003650844,0.000002167097,0.006917104,0.8793749,0.00401437],"study_design_scores_gemma":[0.0003054312,0.0000255824,0.01484804,0.0003526606,0.00009908315,6.208214e-7,0.009703533,0.00002207849,0.000024334,0.00104117,0.9732279,0.0003495866],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02393454,0.1630897,0.000006323542,0.2505899,0.01069977,0.00173501,0.00008039948,0.0006210083,0.5492434],"genre_scores_gemma":[0.6982929,0.004289981,0.00004085827,0.002384623,0.002107716,0.0001662494,0.000008136573,0.00003761258,0.292672],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6743583,"threshold_uncertainty_score":0.9999527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02063895458479618,"score_gpt":0.2899563884620244,"score_spread":0.2693174338772282,"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."}}