{"id":"W4385501833","doi":"10.2196/47547","title":"Implementation of a Surveillance System for Severe Acute Respiratory Infections at a Tertiary Care Hospital in Austria: Protocol for a Retrospective Longitudinal Feasibility Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Centre for Disease Prevention and Control; European Commission","keywords":"Medicine; Incidence (geometry); Health care; Emergency medicine; Pandemic; Medical emergency; Pediatrics; Disease; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty); Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003397616,0.0002715256,0.000675965,0.0005747229,0.0003034541,0.00005447338,0.0002947536,0.000137042,0.00003809055],"category_scores_gemma":[0.0006661344,0.0002483602,0.0002226661,0.001573321,0.0001640636,0.000231442,0.0003936363,0.0003811462,0.00001788068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002505861,"about_ca_system_score_gemma":0.0009902879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000135447,"about_ca_topic_score_gemma":0.001886846,"domain_scores_codex":[0.9955152,0.0007494609,0.0008800552,0.0009896413,0.001039121,0.0008265462],"domain_scores_gemma":[0.9961346,0.00041466,0.0002931477,0.001006381,0.001931708,0.0002195344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004212211,0.001691172,0.9771623,0.006336833,0.0001498485,0.00005614597,0.0009789033,0.000002980776,0.0006648084,0.00002087867,0.008306321,0.0004176158],"study_design_scores_gemma":[0.02436219,0.01042102,0.9557757,0.00117341,0.0000110139,0.00000418598,0.004099559,0.00002875058,0.0008702183,0.00002989623,0.003012957,0.0002111207],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.2608062,5.256576e-7,0.00001659726,0.00005917085,0.00001011992,0.7366492,0.002256226,0.0001690402,0.00003291132],"genre_scores_gemma":[0.3359662,2.573627e-8,0.00004307374,0.000002961812,0.00008700872,0.6636546,0.0001463975,0.00004096044,0.00005875386],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07515999,"threshold_uncertainty_score":0.9999968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2129656426813824,"score_gpt":0.5772592620738831,"score_spread":0.3642936193925007,"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."}}