{"id":"W7140209505","doi":"10.1093/ww/9780199540884.013.u299334","title":"Fergus, Hon. Gregory Christophe, ( born 31 May 1969), PC 2021; MP (Liberal) Hull-Aylmer, Quebec, since 2015; Speaker, House of Commons of Canada, 2023–25","year":2025,"lang":"en","type":"reference-entry","venue":"Who's Who","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Government (linguistics); House of Commons; Context (archaeology); Subject (documents)","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.00105291,0.002726618,0.005683885,0.001648353,0.0005153568,0.0002027321,0.004198808,0.002114089,0.002220591],"category_scores_gemma":[0.0005803235,0.00292247,0.00121401,0.002937385,0.001272964,0.0004965118,0.001670533,0.003632117,0.000850112],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004409793,"about_ca_system_score_gemma":0.0254172,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9280857,"about_ca_topic_score_gemma":0.9816406,"domain_scores_codex":[0.9863572,0.001179135,0.00354053,0.002634977,0.003566442,0.002721732],"domain_scores_gemma":[0.9876344,0.0009500502,0.003649889,0.005354157,0.00129879,0.001112768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003729849,0.000783189,0.0009099924,0.003060842,0.001480074,0.0003875388,0.000277992,0.0001187581,0.0000555378,0.001107065,0.9875139,0.003932137],"study_design_scores_gemma":[0.002295875,0.000204193,0.006969423,0.007766839,0.001174471,0.00003290878,0.0001969249,0.00006557857,0.0008116001,0.0001831324,0.9778669,0.002432154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007686883,0.2566011,0.00005843769,0.005285873,0.01089688,0.004983525,0.07830243,0.0008497916,0.635335],"genre_scores_gemma":[0.005423244,0.03917901,0.0002706732,0.0003868487,0.001449084,0.000174258,0.004694773,0.001172326,0.9472498],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3119147,"threshold_uncertainty_score":0.9999278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01283415595509357,"score_gpt":0.2442042792020073,"score_spread":0.2313701232469137,"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."}}