{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001018437,0.0003768997,0.0003049847,0.0005194836,0.0005128451,0.001305284,0.0007373776,0.0006276297,0.062724],"category_scores_gemma":[0.004194893,0.0001115245,0.0004306884,0.0008969154,0.0004316698,0.0006169951,0.001217213,0.0005616624,0.01577124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001034099,"about_ca_system_score_gemma":0.002046779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01825429,"about_ca_topic_score_gemma":0.01141815,"domain_scores_codex":[0.9989589,0.0001341357,0.0000774139,0.0001862247,0.0003135419,0.0003296889],"domain_scores_gemma":[0.9981686,0.0002382995,0.0005054119,0.0001156068,0.0005645708,0.0004075606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006358377,0.0001450749,0.4340046,0.002148564,0.0001173374,0.002247437,0.001085046,0.0002462497,0.001619896,0.00469538,0.3192158,0.2338388],"study_design_scores_gemma":[0.0001146123,0.000328403,0.5553515,0.001744723,0.0001006988,0.002951803,0.001629425,0.0003146496,0.0004161526,0.001760565,0.4352492,0.00003817941],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4184414,0.01853602,0.005025217,0.06562644,0.005457358,0.0006027012,0.1205459,0.001288567,0.3644764],"genre_scores_gemma":[0.8628242,0.008699173,0.001838068,0.02027451,0.002395104,0.0003657849,0.03578152,0.0001077341,0.06771378],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.937276,"threshold_uncertainty_score":0,"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."}}