{"id":"W4386100471","doi":"10.33321/cdi.2023.47.46","title":"Australian Paediatric Surveillance Unit (APSU) Annual Surveillance Report 2022","year":2023,"lang":"en","type":"article","venue":"Communicable Diseases Intelligence","topic":"Respiratory viral infections research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Infection and Immunity; NSW Health Pathology; University of Sydney; Faculty of Medicine and Health, University of Sydney; University of Queensland; Central Queensland Hospital and Health Service; University of New South Wales; Austin Peay State University","keywords":"Medicine; Pediatrics; Incidence (geometry); Transmission (telecommunications); Measles; Vaccination; Rubella; Virology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001409816,0.0003312442,0.0005913804,0.0005628658,0.0004765195,0.00009825385,0.001046435,0.0001605894,0.001371822],"category_scores_gemma":[0.003273895,0.0003224372,0.0002683511,0.004106326,0.0005375248,0.0002761154,0.0008541022,0.0008264904,0.001963631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001748952,"about_ca_system_score_gemma":0.0004832444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003592547,"about_ca_topic_score_gemma":0.000128917,"domain_scores_codex":[0.9962448,0.000625292,0.0007900763,0.0006136398,0.0008458329,0.0008803442],"domain_scores_gemma":[0.9945695,0.0008839811,0.0001896427,0.003061935,0.0006943184,0.000600582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002381955,0.0004251713,0.9259476,0.000238738,0.0001297185,0.001870979,0.00009117655,0.0009686765,0.0003307752,0.000319407,0.05213626,0.01730328],"study_design_scores_gemma":[0.0004858818,0.0005713091,0.7320019,0.0001083805,0.00005330327,0.0003679432,0.001222294,0.002071526,0.001125823,0.0007087941,0.2605649,0.0007179148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632933,0.009552179,0.0006547287,0.003712289,0.001213722,0.002030051,0.0009745235,0.00221944,0.01634973],"genre_scores_gemma":[0.9786052,0.004016835,0.0001050025,0.0002130407,0.0002213442,0.0001609252,0.0005428877,0.00007034703,0.0160644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2084287,"threshold_uncertainty_score":0.9999228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07726269148052435,"score_gpt":0.4025682369982458,"score_spread":0.3253055455177215,"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."}}