{"id":"W4416396470","doi":"10.64449/9781997468394-00","title":"Editorial Foreword","year":2025,"lang":"en","type":"book-chapter","venue":"UJ Press eBooks","topic":"Gender Politics and Representation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Politics; General election; Quarter (Canadian coin); Government (linguistics); Period (music)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001853538,0.0001523731,0.0001813456,0.00006605065,0.0002834329,0.0001111698,0.0002698746,0.0005089446,0.00008502348],"category_scores_gemma":[0.00004613391,0.0001523096,0.0001354722,0.000002894269,0.0001959778,0.00002569576,0.00009805577,0.0002710932,0.00002151759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007131121,"about_ca_system_score_gemma":0.0003530736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00308197,"about_ca_topic_score_gemma":0.0005465534,"domain_scores_codex":[0.9987355,0.00003239193,0.0001956458,0.0002545544,0.0005185789,0.0002632574],"domain_scores_gemma":[0.999298,0.00008994501,0.0001116368,0.0002422205,0.000153399,0.0001048288],"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":[0.000002890764,0.000001671349,6.049788e-7,0.00001406258,0.00002536269,8.627477e-7,0.001249449,3.185467e-7,6.610656e-7,0.6752677,0.3207743,0.002662163],"study_design_scores_gemma":[0.00009249707,0.000006879005,7.533445e-7,0.00004017332,0.00004164707,5.432724e-8,0.0000466138,0.000001406508,0.00001471618,0.1769234,0.8227048,0.0001270097],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[5.430853e-7,0.00008790906,0.00004195889,0.00006832152,0.07748707,0.0003107364,0.00003333093,0.00007036838,0.9218997],"genre_scores_gemma":[0.0002986175,0.00006256927,0.00004358364,0.00006037511,0.09781761,0.00001585322,0.00001582764,0.00001686293,0.9016687],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5019305,"threshold_uncertainty_score":0.6211006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04844720362856145,"score_gpt":0.3238670274799154,"score_spread":0.2754198238513539,"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."}}