{"id":"W3199029225","doi":"10.1016/j.jacasi.2021.06.002","title":"Impact of COVID-19 Pandemic on Cardiovascular Testing in Asia","year":2021,"lang":"en","type":"article","venue":"JACC Asia","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"International Atomic Energy Agency","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Coronavirus Infections; Betacoronavirus; Medicine; Outbreak; Internal medicine; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00176851,0.0002691649,0.0002387991,0.0006583228,0.0003460929,0.000964703,0.0004935274,0.0003289039,0.002438023],"category_scores_gemma":[0.004154746,0.0001272627,0.0004901699,0.0009343469,0.0005249195,0.0007664424,0.001282943,0.0008814663,0.0002576937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001369969,"about_ca_system_score_gemma":0.002988203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01809858,"about_ca_topic_score_gemma":0.01503139,"domain_scores_codex":[0.9987561,0.0003140404,0.0001614314,0.0001473947,0.0002674614,0.0003536906],"domain_scores_gemma":[0.993387,0.0008231489,0.003265401,0.0002886547,0.001168213,0.001067483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001018881,0.00005104167,0.9785112,0.0001663816,0.00006190685,0.0002625768,0.000447461,0.0003892817,0.0004538342,0.0003502198,0.001995347,0.01720887],"study_design_scores_gemma":[0.000005738324,0.0001334375,0.9923078,0.0002276046,0.00003414504,0.0003892234,0.001507786,0.0004404361,0.0003634113,0.0001957878,0.004380967,0.00001373979],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735264,0.004383447,0.0007291517,0.004287885,0.000176262,0.00007224235,0.004416286,0.00007010668,0.01233826],"genre_scores_gemma":[0.9946955,0.001890022,0.0004867903,0.0008904202,0.00007634613,0.00002777431,0.001589988,0.00001253471,0.0003307153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01809858,"threshold_uncertainty_score":0.03598642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1609668125909022,"score_gpt":0.4363218460195648,"score_spread":0.2753550334286626,"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."}}