{"id":"W6986989140","doi":"","title":"Review of \"Civilians at the Sharp End: First Canadian Army Civil Affairs in Northwest Europe\" by David A. Borys","year":2023,"lang":"en","type":"article","venue":"Scholars Commons (Wilfrid Laurier University)","topic":"Media Discourse and Social  Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Civil affairs; Spanish Civil War; Government (linguistics); Foreign policy","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001464647,0.0001894731,0.0003984955,0.0005027785,0.001606173,0.00005993292,0.00115047,0.0001293488,0.001891657],"category_scores_gemma":[0.000422567,0.0001817364,0.0002266143,0.005095602,0.0006483939,0.0004333629,0.000219955,0.0004496038,0.0002599718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004967423,"about_ca_system_score_gemma":0.0009873346,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3344167,"about_ca_topic_score_gemma":0.9929295,"domain_scores_codex":[0.9973987,0.0007786639,0.0002745761,0.0003578568,0.0005408817,0.0006493204],"domain_scores_gemma":[0.9984238,0.000266114,0.0001556822,0.0005107014,0.0001737221,0.0004699459],"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":[0.00003312,0.0002123858,0.2928636,0.0005028807,0.0003460714,0.0007718581,0.02494701,0.00004957386,0.00003978312,0.01929329,0.6586041,0.002336331],"study_design_scores_gemma":[0.0001956922,0.00001269635,0.004138917,0.0005118201,0.0001252419,3.562293e-7,0.01051641,0.000004291831,0.000009889083,0.00004190499,0.9842339,0.0002089544],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2400708,0.01176936,0.00000286936,0.08994237,0.0005428501,0.001076399,0.001830952,0.0001849762,0.6545794],"genre_scores_gemma":[0.8665707,0.0744746,0.00001137878,0.00166705,0.0001282748,0.000008674344,0.0006073346,0.00004401959,0.05648793],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6585127,"threshold_uncertainty_score":0.9996936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01573905245258498,"score_gpt":0.2433815810444223,"score_spread":0.2276425285918373,"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."}}