{"id":"W4391689365","doi":"10.51644/9781554580958-009","title":"Julian Byng and Leadership in the Canadian Corps","year":2007,"lang":"en","type":"book-chapter","venue":"","topic":"Military History and Strategy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Political science; Management; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001018422,0.000108916,0.0001167945,0.0001276167,0.0005056425,0.00002968735,0.0002096987,0.0003268297,0.002497307],"category_scores_gemma":[0.00001909181,0.00008673344,0.00003466672,0.00002955532,0.0005671781,0.00005235722,0.000003996831,0.0003562779,0.00009851669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002215935,"about_ca_system_score_gemma":0.0005797469,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7947482,"about_ca_topic_score_gemma":0.9989748,"domain_scores_codex":[0.9991345,0.00005195931,0.0001224589,0.0001709693,0.0002183866,0.0003016708],"domain_scores_gemma":[0.9995673,0.00009268401,0.00002517417,0.0001203278,0.00001866036,0.0001758866],"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":[0.000001877128,0.000001163213,0.00004944023,0.000005392518,0.000002942447,0.00008329895,0.01105154,8.06872e-8,3.069637e-8,0.9718911,0.0145956,0.002317529],"study_design_scores_gemma":[0.00003325312,0.00001218074,0.0003909476,0.0000183686,0.000004957785,0.000001794629,0.005674021,3.556752e-7,2.447523e-8,0.01241708,0.9813268,0.0001202733],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003539274,0.001851093,5.996562e-7,0.002720777,0.0001335016,0.0001643065,0.000005820978,0.00001101416,0.9950775],"genre_scores_gemma":[0.06487209,0.0001176436,0.00001478987,0.003855421,0.0001860658,0.000001347273,0.000006388402,0.0000073318,0.9309389],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9667311,"threshold_uncertainty_score":0.9984145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3320407086967262,"score_gpt":0.2948421929595853,"score_spread":0.03719851573714095,"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."}}