{"id":"W4283032393","doi":"10.1017/cjn.2022.260","title":"Practice Variation among Canadian Stroke Prevention Clinics: Pre, During, and Post-COVID-19","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Stroke (engine); Pandemic; Emergency department; Emergency medicine; Care pathway; Health care; Family medicine; Internal medicine; Nursing; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002896372,0.0003185691,0.0004060384,0.001762194,0.00263506,0.001800613,0.002079006,0.0007884169,0.00263058],"category_scores_gemma":[0.01424686,0.0003377589,0.0005418084,0.004852734,0.001055255,0.000717527,0.001609987,0.0009644934,0.0001710216],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04918985,"about_ca_system_score_gemma":0.05783193,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9858791,"about_ca_topic_score_gemma":0.9904554,"domain_scores_codex":[0.9935655,0.0006131563,0.0005676342,0.001123036,0.002443651,0.001687043],"domain_scores_gemma":[0.9867718,0.001523043,0.003946283,0.000329007,0.004259188,0.003170592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000115367,0.00003861983,0.9765393,0.0001570821,0.00006549754,0.0001134604,0.004597323,0.0001682106,0.0001321025,0.000150591,0.004133557,0.01378896],"study_design_scores_gemma":[0.000007679696,0.00002675989,0.9955479,0.00007551543,0.00001231106,0.00004793004,0.002873476,0.0002369133,0.00003299242,0.00002542553,0.001098256,0.00001487849],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810839,0.002010721,0.0003651898,0.004811402,0.00006580933,0.0001898392,0.006518928,0.00005425298,0.004899773],"genre_scores_gemma":[0.997263,0.0004510481,0.0003058835,0.0005445818,0.00001359517,0.00004761571,0.001044845,0.000007518088,0.0003219308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9508101,"threshold_uncertainty_score":0.356899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02636756647749649,"score_gpt":0.3046354746143577,"score_spread":0.2782679081368612,"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."}}