{"id":"W4387521841","doi":"10.1038/s41598-023-44277-2","title":"Stroke metrics during the first year of the COVID-19 pandemic, a tale of two comprehensive stroke centers","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Saskatchewan; Royal University Hospital","funders":"Canadian Cardiovascular Society","keywords":"Pandemic; Stroke (engine); Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Virology; Emergency medicine; Medical emergency; Internal medicine; Engineering; Outbreak; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002437537,0.0003374705,0.0003747987,0.001388307,0.0007935049,0.001230407,0.000517449,0.0003618218,0.000959277],"category_scores_gemma":[0.008898742,0.0002072972,0.0004074181,0.002030007,0.0003645741,0.001242735,0.001858674,0.0008009406,0.0001834203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002443694,"about_ca_system_score_gemma":0.003687953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05555001,"about_ca_topic_score_gemma":0.0931054,"domain_scores_codex":[0.9984864,0.0003481325,0.000182789,0.0002534571,0.0003021589,0.0004269259],"domain_scores_gemma":[0.993405,0.0007018438,0.003155585,0.0003304986,0.001130223,0.001276753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001997198,0.0001117085,0.9824676,0.00005417066,0.0001259223,0.00008895496,0.001213883,0.0005686115,0.0002408279,0.0002039244,0.00292619,0.01179833],"study_design_scores_gemma":[0.000007084469,0.00008954204,0.9977295,0.00001739375,0.00001630946,0.00003991029,0.0009324327,0.0003133382,0.00009423879,0.00006945771,0.0006804312,0.00001035275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947132,0.0001542203,0.0003361392,0.0007393977,0.0000183719,0.00006249773,0.00267365,0.0000264834,0.001276022],"genre_scores_gemma":[0.9963762,0.0001026601,0.000409861,0.0001972685,0.00002776857,0.00009939275,0.002545774,0.000008294233,0.0002326489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05555001,"threshold_uncertainty_score":0.1104534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08958167684658415,"score_gpt":0.3758149021196255,"score_spread":0.2862332252730414,"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."}}