{"id":"W4411193377","doi":"10.1093/ips/olaf020","title":"“Freeze my Semen and I Will Join the War”: The Masculinization of the Security–Demography Nexus","year":2025,"lang":"en","type":"article","venue":"International Political Sociology","topic":"Gender, Security, and Conflict","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Saint Mary’s University","keywords":"Nexus (standard); Join (topology); Sociology; Demography; Gender studies; Genealogy; History; Mathematics; Computer science; Combinatorics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005881223,0.00007701819,0.000107333,0.00003467738,0.0004538614,0.00002573901,0.0005951084,0.0001362158,0.0001013035],"category_scores_gemma":[0.0006485078,0.00004137403,0.0001172821,0.0001295337,0.002341257,0.00005438851,0.0001779087,0.0002345556,0.000003757186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005917358,"about_ca_system_score_gemma":0.0001396703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002343223,"about_ca_topic_score_gemma":0.0005198936,"domain_scores_codex":[0.9986201,0.0005009311,0.000208205,0.0001522402,0.000252794,0.0002657543],"domain_scores_gemma":[0.9988405,0.0007244053,0.00006466401,0.000154671,0.000171514,0.0000442276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004074686,0.00001914465,0.02337863,0.000003197614,0.00007036401,1.63108e-7,0.01351587,0.000001927976,0.00001046411,0.9616759,0.00116912,0.0001511837],"study_design_scores_gemma":[0.0001764481,0.00001328439,0.06096591,0.000007482,0.00003007953,9.815667e-7,0.01576336,0.0001564373,0.00003045559,0.8306484,0.09215522,0.00005198751],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5115138,0.0007781604,0.0004392964,0.2930477,0.00202235,0.0004174438,0.00004217486,0.0000376638,0.1917014],"genre_scores_gemma":[0.9927706,0.00009015061,0.000005690309,0.006184599,0.0003785006,0.00001579074,0.000004343029,0.000003360868,0.000546974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4812568,"threshold_uncertainty_score":0.8626459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01302593923761407,"score_gpt":0.3107502795492211,"score_spread":0.297724340311607,"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."}}