{"id":"W4408652543","doi":"10.25162/historia-2025-0009","title":"Conflict, Contact, and Collegia","year":2025,"lang":"en","type":"article","venue":"Historia","topic":"Historical and Linguistic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"History; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001724396,0.00005131775,0.0001211149,0.00003733649,0.0006425271,0.0000141024,0.00006931328,0.00004880804,0.0001081828],"category_scores_gemma":[0.0007947594,0.00004934769,0.00002134091,0.000150043,0.0001620739,0.0000157582,0.00002125316,0.00005488632,0.00002333163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003043022,"about_ca_system_score_gemma":0.0001233838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003503843,"about_ca_topic_score_gemma":0.0009450999,"domain_scores_codex":[0.9995059,0.00004029013,0.00009107967,0.0001217365,0.0001088734,0.0001321652],"domain_scores_gemma":[0.9996041,0.0001723801,0.0000234864,0.00006518392,0.00007620107,0.00005864832],"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":[0.000009044051,0.00001185804,0.001136233,0.000006066376,0.00001132217,0.000003320063,0.009521068,1.217914e-8,0.00001956836,0.6644838,0.323943,0.000854597],"study_design_scores_gemma":[0.000165428,0.000009891101,0.0011026,0.000008808856,0.00001483561,6.707047e-8,0.0006617258,8.792132e-7,0.000001682489,0.001519216,0.9964594,0.00005546233],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001613967,0.004594608,0.00006903677,0.001318812,0.006437684,0.00009608528,0.000002257725,0.00006527796,0.9858023],"genre_scores_gemma":[0.6815603,0.0003816809,0.0001943412,0.0004751451,0.0008988049,0.00001884595,6.920359e-7,0.000004314429,0.3164659],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6799463,"threshold_uncertainty_score":0.5296785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01851467225369411,"score_gpt":0.3137641986725634,"score_spread":0.2952495264188693,"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."}}