{"id":"W4283736923","doi":"10.1136/bmj.o1615","title":"Covid-19: Canada outperformed comparable nations in pandemic response, study reports","year":2022,"lang":"en","type":"article","venue":"BMJ","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Betacoronavirus; Coronavirus Infections; Data science; Virology; Geography; Medicine; Computer science; Outbreak; Infectious disease (medical specialty); Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03841105,0.000796048,0.0008654658,0.00223241,0.004143374,0.007146076,0.001981525,0.002332654,0.0127364],"category_scores_gemma":[0.1535984,0.000780073,0.001373234,0.005119543,0.001782935,0.003125489,0.003159165,0.00332807,0.0009989229],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06469408,"about_ca_system_score_gemma":0.2623307,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9849781,"about_ca_topic_score_gemma":0.9898763,"domain_scores_codex":[0.9762576,0.007091527,0.002710863,0.001103583,0.008703242,0.004133183],"domain_scores_gemma":[0.8752036,0.03589835,0.01167213,0.004405244,0.04914569,0.02367504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.007748744,0.0003538186,0.1781951,0.002141868,0.001385134,0.0001863181,0.0018136,0.002806796,0.0003374217,0.01148649,0.7002487,0.09329598],"study_design_scores_gemma":[0.005974658,0.001469457,0.5952586,0.003170599,0.002386457,0.0001143046,0.005922263,0.003229523,0.00170813,0.003540195,0.3768811,0.0003446812],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2543198,0.02435303,0.002905567,0.3100663,0.01138763,0.006023285,0.2046776,0.001569228,0.1846976],"genre_scores_gemma":[0.8670449,0.008226899,0.006495612,0.03810591,0.001700059,0.002277964,0.03813343,0.0005656851,0.03744961],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9353059,"threshold_uncertainty_score":0.4693906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07349227184621285,"score_gpt":0.3674239914390031,"score_spread":0.2939317195927902,"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."}}