{"id":"W3213560681","doi":"10.2196/30006","title":"Individuals With SARS-CoV-2 Infection During the First and Second Waves in Catalonia, Spain: Retrospective Observational Study Using Daily Updated Data","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Regional Development Fund; Agència de Gestió d'Ajuts Universitaris i de Recerca; European Commission","keywords":"Medicine; Retrospective cohort study; Epidemiology; Observational study; Intensive care unit; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus disease 2019 (COVID-19); Diagnostic test; Pediatrics; Internal medicine; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001435179,0.0001720792,0.0003631336,0.0001485622,0.0004434909,0.0001615321,0.00007903387,0.00006470548,0.000008311753],"category_scores_gemma":[0.0005440888,0.0001332481,0.00001378146,0.0009104377,0.00008466709,0.0003722885,0.0001608823,0.0003651385,9.509776e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000172141,"about_ca_system_score_gemma":0.0006500063,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001317968,"about_ca_topic_score_gemma":0.02818446,"domain_scores_codex":[0.9981551,0.0002428603,0.0003867962,0.0005549775,0.0002895525,0.0003707013],"domain_scores_gemma":[0.998922,0.0001381407,0.0001882937,0.0004612285,0.0001942814,0.00009604155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004010489,0.0001423785,0.9972175,0.0001392248,0.00004403268,0.00002893297,0.001040679,5.182805e-7,0.000582035,0.000007366669,0.00009563963,0.0006615934],"study_design_scores_gemma":[0.002088619,0.0002140407,0.9888191,0.00004265972,0.000001986383,0.0003711025,0.0004869539,0.001238697,0.0001487791,0.000005760831,0.006448057,0.0001342429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958084,0.0002555817,0.00002317059,0.002844522,0.00007642893,0.0007765749,0.00006934058,0.00006531223,0.00008069159],"genre_scores_gemma":[0.9965671,0.00001677774,0.0001624365,0.002916934,0.00009928338,0.0000334077,0.0001621419,0.00002011948,0.00002185821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02686649,"threshold_uncertainty_score":0.9895486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1279791804094534,"score_gpt":0.3571754014938457,"score_spread":0.2291962210843923,"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."}}