{"id":"W3031415929","doi":"10.11622/smedj.2020087","title":"Educational case series of electrocardiographs during the COVID-19 pandemic and the implications for therapy","year":2020,"lang":"en","type":"review","venue":"Singapore Medical Journal","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Medicine; Internal medicine; Chest radiograph; Blood pressure; Cardiology; Physical examination; Family history; Respiratory rate; Heart rate; Diabetes mellitus; Complete blood count; Endocrinology; Lung","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004201882,0.0003097477,0.001747406,0.0001722391,0.0009963871,0.00005794219,0.0004481706,0.0002405621,0.0001002888],"category_scores_gemma":[0.08049442,0.0001322847,0.001199209,0.0005696681,0.002235496,0.00004289486,0.000178713,0.002047035,0.000001093397],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002365754,"about_ca_system_score_gemma":0.007606156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001991923,"about_ca_topic_score_gemma":0.00001128373,"domain_scores_codex":[0.9965524,0.0006889631,0.001172597,0.0003461851,0.0008427487,0.0003971137],"domain_scores_gemma":[0.9689921,0.02853202,0.000694638,0.0004232944,0.0003569883,0.001000967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007101725,0.0001100508,0.00189508,0.01213596,0.002580224,0.0003049677,0.0004557628,2.823193e-7,0.000001905617,0.001784487,0.004193839,0.9758273],"study_design_scores_gemma":[0.002429163,0.0002238586,0.0001856465,0.001586549,0.0009989773,0.04446736,0.00007640127,0.000004091864,1.265664e-7,0.004589323,0.9453167,0.0001218447],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000716631,0.8600711,0.0005276089,0.1376337,0.0001133354,0.001474755,0.00006287656,0.0000173744,0.00002765609],"genre_scores_gemma":[0.001331619,0.9933754,0.0001043019,0.003045899,0.001638004,0.0003637854,0.00002229905,0.00003697189,0.00008170984],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9757054,"threshold_uncertainty_score":0.9980198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1459496417878102,"score_gpt":0.5092412410221677,"score_spread":0.3632915992343575,"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."}}