{"id":"W4410084315","doi":"10.25071/5125r984","title":"Knowledge democracy and international Canadian Studies","year":2025,"lang":"en","type":"article","venue":"Canada Watch","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Democracy; Political science; Law; Politics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001167585,0.0000370886,0.00006571692,0.0001535571,0.001153773,0.0001033869,0.0001346155,0.00002972841,0.000187813],"category_scores_gemma":[0.0001781208,0.0000499478,0.00001130133,0.0001642827,0.0002358843,0.00006518811,0.00001929302,0.00005891792,0.000006326828],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003821081,"about_ca_system_score_gemma":0.01117031,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9999567,"about_ca_topic_score_gemma":0.9999999,"domain_scores_codex":[0.9995509,0.00002566937,0.0000671469,0.0001019916,0.00007966246,0.0001745788],"domain_scores_gemma":[0.9995813,0.00004701796,0.00001159258,0.00005671031,0.0001043993,0.0001990213],"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":[3.899816e-7,0.000001328612,0.001757263,0.000005555677,0.0000258859,0.000009733909,0.002317529,2.30143e-7,0.000001000472,0.01617325,0.9686734,0.01103442],"study_design_scores_gemma":[0.00004837364,7.790122e-7,0.002155294,0.00001231852,0.000006460287,2.712807e-7,0.003647886,0.000002134813,0.000001071366,0.001787289,0.9922872,0.00005093726],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02768284,0.007899192,0.000002089542,0.3707909,0.005236553,0.0001336455,0.00005095868,0.00002182266,0.588182],"genre_scores_gemma":[0.7375839,0.0006909713,0.00001130244,0.001438673,0.0001389155,0.000004596795,0.000002665626,0.000002676188,0.2601263],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7099011,"threshold_uncertainty_score":0.9991995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0204964161436409,"score_gpt":0.2963314888306376,"score_spread":0.2758350726869968,"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."}}