{"id":"W4388035127","doi":"10.2196/44250","title":"Comparing a Data Entry Tool to Provider Insights Alone for Assessment of COVID-19 Hospitalization Risk: Pilot Matched Cohort Comparison Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Resources and Services Administration; Regeneron Pharmaceuticals; Emory University; Alzheimer's Association; Agency for Healthcare Research and Quality; U.S. Department of Health and Human Services","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Cohort; Emergency medicine; Descriptive statistics; Telemedicine; Health care; Pandemic; Risk assessment; Family medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01343521,0.0008375871,0.0007041905,0.001195067,0.0007830943,0.001084322,0.0008228202,0.0009851645,0.002066021],"category_scores_gemma":[0.02135099,0.0005392056,0.001682342,0.000799127,0.0006952977,0.001767661,0.001356775,0.00133944,0.000477273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001001817,"about_ca_system_score_gemma":0.001214211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00390207,"about_ca_topic_score_gemma":0.004014734,"domain_scores_codex":[0.9914439,0.005656831,0.0005782061,0.001085141,0.000692036,0.0005439846],"domain_scores_gemma":[0.9842238,0.007345263,0.002781889,0.001908077,0.002155466,0.001585547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1115893,0.01315406,0.8577728,0.0001732543,0.002006565,0.000139128,0.001454219,0.0002562287,0.00104763,0.0002235562,0.0007028012,0.01148035],"study_design_scores_gemma":[0.0133477,0.1252642,0.8516155,0.00007516174,0.001601104,0.0002206114,0.002221866,0.003122976,0.000968179,0.0002884571,0.001163519,0.0001106833],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998014,0.00008719653,0.0005144819,0.00003934542,0.00003944878,0.0007571912,0.0002789427,0.000005777027,0.0002635311],"genre_scores_gemma":[0.9974906,0.00005924754,0.0008093902,0.00006974425,0.00004309632,0.0009446247,0.0004118676,0.000004967113,0.0001664811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01343521,"threshold_uncertainty_score":0.07105303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.408814869738345,"score_gpt":0.5525232257349634,"score_spread":0.1437083559966184,"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."}}