{"id":"W4206546797","doi":"","title":"","year":2022,"lang":"en","type":"article","venue":"Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"Medical Research Council; UK Research and Innovation","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Asthma; 2019-20 coronavirus outbreak; Cohort; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Cohort study; Pandemic; MEDLINE; Family medicine; Pediatrics; Environmental health; Virology; Internal medicine; Outbreak; Disease","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":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.001215149,0.0005926367,0.001155161,0.0005383791,0.006651348,0.00003343707,0.001862198,0.0003171568,0.0004883561],"category_scores_gemma":[0.0001075339,0.0006946408,0.001012517,0.001396768,0.003870636,0.0009689725,0.0009491769,0.001771183,0.000008764868],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001581836,"about_ca_system_score_gemma":0.007287427,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0139679,"about_ca_topic_score_gemma":0.001273861,"domain_scores_codex":[0.9942942,0.0005712904,0.0007612429,0.001138027,0.002339501,0.0008957942],"domain_scores_gemma":[0.9952568,0.0004049698,0.001121011,0.001419083,0.001005346,0.000792736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.03626351,0.0122303,0.1344729,0.004045397,0.004724191,0.0249135,0.05307058,0.04888778,0.4607561,0.2067561,0.002242695,0.01163694],"study_design_scores_gemma":[0.01114461,0.005340638,0.7685037,0.0005701883,0.001393809,0.003655442,0.1863536,0.00130735,0.004939706,0.00148887,0.01413648,0.001165652],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823018,0.000422575,0.002222915,0.005709115,0.0003935586,0.001376892,0.000471661,0.0001724404,0.006929054],"genre_scores_gemma":[0.9960601,0.0002792825,0.00168139,0.0002256647,0.0001170144,6.882166e-7,0.00009136366,0.00002625649,0.001518181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6340308,"threshold_uncertainty_score":0.9995505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02734317719194512,"score_gpt":0.2430706229636527,"score_spread":0.2157274457717075,"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."}}