{"id":"W3136138179","doi":"10.1093/jalm/jfab025","title":"Side-Effects of COVID-19 on Patient Care: An INR Story","year":2021,"lang":"en","type":"article","venue":"The Journal of Applied Laboratory Medicine","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Pandemic; Emergency medicine; Coronavirus disease 2019 (COVID-19); Context (archaeology); Medical prescription; Adverse effect; Warfarin; Internal medicine; Atrial fibrillation","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":[0.007879703,0.000301212,0.0006021569,0.001245413,0.0005823139,0.002831174,0.0006787119,0.001153314,0.005737801],"category_scores_gemma":[0.04175047,0.0002241788,0.001045192,0.001830024,0.001504017,0.002922365,0.001361412,0.003860284,0.0008847109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002066464,"about_ca_system_score_gemma":0.001054058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004564278,"about_ca_topic_score_gemma":0.00427685,"domain_scores_codex":[0.9924619,0.003466252,0.0008434146,0.0005760019,0.002122303,0.000530266],"domain_scores_gemma":[0.9575681,0.02218075,0.01067814,0.001736448,0.005665806,0.002170747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001849254,0.0003585313,0.487981,0.001708396,0.0008277234,0.001786059,0.002651084,0.001776961,0.0008814915,0.01455527,0.1063387,0.3792854],"study_design_scores_gemma":[0.0001232635,0.001225352,0.793119,0.003950895,0.0005662392,0.00824857,0.005193301,0.002276959,0.001686221,0.01528866,0.1681297,0.0001919777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3073244,0.1262115,0.005377117,0.4870545,0.002844966,0.0001105757,0.00556981,0.0002357278,0.06527147],"genre_scores_gemma":[0.8753393,0.05930464,0.002819122,0.04897491,0.00913431,0.0000678393,0.001461422,0.0001514138,0.002746846],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007879703,"threshold_uncertainty_score":0.04167235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02935848704474328,"score_gpt":0.3551872481566904,"score_spread":0.3258287611119471,"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."}}