{"id":"W3015062179","doi":"10.1136/bmj.m1336","title":"Covid-19: how a virus is turning the world upside down","year":2020,"lang":"en","type":"article","venue":"BMJ","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":180,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Computer science; Data science; World Wide Web; Medicine; Infectious disease (medical specialty); Outbreak; Pathology","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":[0.009658054,0.0006864246,0.0006900017,0.003815208,0.002010473,0.00617756,0.0008292921,0.002959886,0.03941908],"category_scores_gemma":[0.06416407,0.0004291911,0.001195466,0.006914815,0.002043937,0.007113216,0.004172144,0.00642894,0.006219515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003456622,"about_ca_system_score_gemma":0.006821573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04253745,"about_ca_topic_score_gemma":0.03751494,"domain_scores_codex":[0.993211,0.003647976,0.0004911672,0.0002489974,0.001488221,0.0009128311],"domain_scores_gemma":[0.9811525,0.008171371,0.002174747,0.001138849,0.004272508,0.003089966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00043517,0.00006413575,0.02348848,0.001879391,0.0003300607,0.0002337498,0.002426605,0.0002719658,0.0002947654,0.08438134,0.8026496,0.08354468],"study_design_scores_gemma":[0.0001636965,0.0001742072,0.0590199,0.005396947,0.000395469,0.00051346,0.007029252,0.0003130517,0.0004490153,0.056639,0.8697756,0.0001304657],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01497088,0.04131114,0.003587122,0.7988886,0.04035599,0.0001170183,0.01417437,0.0002570613,0.08633775],"genre_scores_gemma":[0.4213912,0.132224,0.01416598,0.2683691,0.05609725,0.0008301025,0.01870037,0.001278731,0.08694331],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04253745,"threshold_uncertainty_score":0.13187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3537163842486732,"score_gpt":0.4568158274056078,"score_spread":0.1030994431569345,"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."}}