{"id":"W7105627963","doi":"10.7202/1121420ar","title":"“The prettiest and most soulfull flag—in all of Canada”","year":2025,"lang":"en","type":"article","venue":"Ontario History","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flag (linear algebra); Symbol (formal); FLAGS register; Ambivalence; Kingdom","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002830054,0.00004224033,0.00008991469,0.0001207532,0.0004186053,0.00002422511,0.0001497242,0.00004803469,0.0003132773],"category_scores_gemma":[0.0000731669,0.00005121238,0.00001791919,0.00007368884,0.0005755478,0.0000514979,0.00001726705,0.0001226274,0.000001397148],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.0121676,"about_ca_system_score_gemma":0.01811642,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9999539,"about_ca_topic_score_gemma":0.9999999,"domain_scores_codex":[0.9993923,0.00004623035,0.0001267072,0.0001040329,0.0001542068,0.0001765471],"domain_scores_gemma":[0.9996769,0.00006320918,0.00004287972,0.0001177414,0.0000306833,0.00006855514],"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":[0.00001184949,0.00001058975,0.003633087,0.00001277934,0.00001095286,0.000008967932,0.02798901,0.000001424884,0.00001421409,0.03008189,0.9358282,0.00239703],"study_design_scores_gemma":[0.000081177,0.000004109692,0.01561987,0.00001222126,0.000006979861,1.27602e-7,0.0009955056,7.400442e-7,7.053405e-7,0.0002027581,0.9830269,0.00004886863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08698706,0.009719281,0.000001283148,0.002690118,0.002056089,0.0001579267,0.000005626021,0.0000103585,0.8983723],"genre_scores_gemma":[0.108436,0.0001784273,0.00001901737,0.0007817429,0.00003490134,0.00001021158,0.00000154968,0.000004655713,0.8905334],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04719874,"threshold_uncertainty_score":0.9916245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008731391567542754,"score_gpt":0.1923143847297689,"score_spread":0.1835829931622261,"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."}}