{"id":"W4413494377","doi":"10.64628/aam.pvqsn9ag5","title":"How lessons from the First World War could help Ukraine in the war","year":2024,"lang":"en","type":"article","venue":"","topic":"European and Russian Geopolitical Military Strategies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Political science; World War II; First world war; Spanish Civil War; History; Ancient history; Law","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":[0.003547585,0.000653996,0.0005051615,0.0006784099,0.008278063,0.009194958,0.0008035501,0.005337193,0.01017338],"category_scores_gemma":[0.004820181,0.0002015507,0.0004964162,0.0004711573,0.0058205,0.006449758,0.005573825,0.006214571,0.001697716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007986181,"about_ca_system_score_gemma":0.01565193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03025507,"about_ca_topic_score_gemma":0.06720026,"domain_scores_codex":[0.9979558,0.0007484147,0.00004356811,0.000102441,0.0001119014,0.001037856],"domain_scores_gemma":[0.9985844,0.0003950959,0.00009202276,0.00008459613,0.000190225,0.0006537234],"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":[0.0004791943,0.0004677364,0.01068658,0.0005577039,0.0001880554,0.002863802,0.06149197,0.003355673,0.001425532,0.6110615,0.1706139,0.1368084],"study_design_scores_gemma":[0.0000745108,0.0002549094,0.009087167,0.001150157,0.00007659663,0.0004990564,0.13804,0.000670928,0.001425708,0.201051,0.64757,0.0000999747],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1563851,0.01713728,0.001938054,0.5537645,0.004973636,0.00006608821,0.0002630923,0.000105932,0.2653663],"genre_scores_gemma":[0.9403289,0.005956891,0.0009644073,0.02718983,0.0003811803,0.00003517856,0.00009367592,0.00004095084,0.02500906],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03025507,"threshold_uncertainty_score":0.06015795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04043770682212624,"score_gpt":0.3078880878202762,"score_spread":0.26745038099815,"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."}}