{"id":"W1538881929","doi":"","title":"Ten Cautionary GS Lessons from World War I","year":2014,"lang":"en","type":"article","venue":"ETC.: A Review of General Semantics","topic":"Intelligence, Security, War Strategy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"World War II; Politics; Champion; Economic history; Political science; History; Nationalism; Spanish Civil War; First world war; Law; Ancient history","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":[0.001244579,0.0001993085,0.0005303113,0.00008063452,0.0002991602,0.00002734292,0.0006044672,0.0001144843,0.0009594624],"category_scores_gemma":[0.0004504587,0.0001794089,0.00023386,0.0005746604,0.0003406224,0.000135069,0.000101404,0.0002366489,0.0002549288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007518058,"about_ca_system_score_gemma":0.0002136631,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01094963,"about_ca_topic_score_gemma":0.0076475,"domain_scores_codex":[0.9974717,0.0005374995,0.0005782779,0.0003307227,0.0006630006,0.0004187956],"domain_scores_gemma":[0.998673,0.0001879715,0.0002839071,0.0004289748,0.0002626068,0.0001635161],"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":[0.000008997442,0.000263062,0.002552438,0.002098216,0.0001164128,0.00001754719,0.003655209,0.0000278714,0.0005625092,0.8145182,0.1305225,0.04565701],"study_design_scores_gemma":[0.0001089908,0.00005203795,0.002230929,0.002782743,0.0001635539,0.000001909068,0.0002758605,0.0003989283,0.0009484991,0.02173195,0.9708933,0.0004113341],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.07948156,0.399215,0.004650162,0.1270733,0.005253697,0.002823093,0.0004385268,0.0004981346,0.3805666],"genre_scores_gemma":[0.6947278,0.2734863,0.01066902,0.006506628,0.002992899,0.00003849577,0.0001889034,0.0000608112,0.01132918],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8403707,"threshold_uncertainty_score":0.9999538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03431969060533253,"score_gpt":0.353662170458472,"score_spread":0.3193424798531395,"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."}}