{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001425824,0.0002272617,0.0007994946,0.0002626098,0.0001403934,0.000004202662,0.0001853052,0.0001314607,0.0000995603],"category_scores_gemma":[0.002371094,0.0001356432,0.0000726633,0.0006369927,0.0002760189,0.00005911471,0.00003730705,0.0008698385,0.00000616177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005428868,"about_ca_system_score_gemma":0.004679848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004678464,"about_ca_topic_score_gemma":0.00004152394,"domain_scores_codex":[0.9973812,0.0003837599,0.0007230368,0.0001752668,0.001053596,0.000283121],"domain_scores_gemma":[0.9953658,0.001339661,0.0007050769,0.0006180903,0.00100762,0.000963765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01655261,0.001749041,0.001052387,0.009893091,0.0008104241,0.00399594,0.1642868,0.0008201221,0.6559448,0.004888254,0.05589375,0.08411278],"study_design_scores_gemma":[0.02940388,0.04151778,0.0253996,0.003934877,0.002729794,0.0007301709,0.09690824,0.00002107601,0.3116181,0.001168372,0.4858403,0.0007277851],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9689654,0.008967228,0.0001325083,0.01909523,0.0007937981,0.0005458976,0.00001356917,0.00002900203,0.001457409],"genre_scores_gemma":[0.9639012,0.0007582311,0.00009489243,0.03432815,0.0008549518,0.000004431064,0.000008924912,0.00003292314,0.00001627109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4299466,"threshold_uncertainty_score":0.830185,"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."}}