{"id":"W4410383297","doi":"10.1136/bmj.r1002","title":"With a new government in place, Canada must lead on pandemic preparedness","year":2025,"lang":"en","type":"editorial","venue":"BMJ","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Ottawa","funders":"Bill and Melinda Gates Foundation","keywords":"Preparedness; Government (linguistics); Pandemic; Coronavirus disease 2019 (COVID-19); Lead (geology); 2019-20 coronavirus outbreak; Computer science; Data science; Medicine; Medical emergency; Computer security; Political science; Virology; Pathology; Biology; Law; Disease; Outbreak","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005754036,0.0003035704,0.0004716662,0.00007717813,0.0001291441,0.00001294028,0.0003555891,0.0004191202,0.0001747482],"category_scores_gemma":[0.0005668579,0.0002453325,0.00003452543,0.0001721038,0.00001350228,0.00003330798,0.0002570545,0.001099335,0.00005702411],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003565163,"about_ca_system_score_gemma":0.01593948,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5833402,"about_ca_topic_score_gemma":0.9770363,"domain_scores_codex":[0.9967865,0.0003200004,0.0005443432,0.0004957566,0.001326533,0.0005268832],"domain_scores_gemma":[0.9976828,0.001212417,0.0003010392,0.0006330002,0.00004655027,0.0001241937],"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":[0.002037418,0.00004343257,0.0003482274,0.0005821459,0.0000720216,0.00008455761,0.001490058,0.00003675677,1.885754e-7,0.00005225852,0.9941621,0.001090787],"study_design_scores_gemma":[0.001935543,0.0001084033,0.0001926827,0.003319067,0.00004968001,1.11064e-7,0.004623124,0.000006140113,2.224674e-7,0.00001012588,0.9895024,0.0002525069],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.002143132,0.00006366555,0.00002854316,0.001477298,0.7745719,0.002933871,0.0003659627,0.00005858083,0.218357],"genre_scores_gemma":[0.0005387368,0.0000549177,0.00002420914,0.001425415,0.3299857,0.0008747941,0.0001654907,0.00004251267,0.6668882],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4485312,"threshold_uncertainty_score":0.9999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02841609189402478,"score_gpt":0.3848203207860063,"score_spread":0.3564042288919815,"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."}}