{"id":"W4388041141","doi":"10.3390/info14110590","title":"Predicting COVID-19 Hospital Stays with Kolmogorov–Gabor Polynomials: Charting the Future of Care","year":2023,"lang":"en","type":"article","venue":"Information","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Ministerio de Ciencia e Innovación","keywords":"Concordance; Coronavirus disease 2019 (COVID-19); Robustness (evolution); Mathematics; Medicine; Statistics; Health care; Econometrics; Internal medicine; Biology; 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":[],"consensus_categories":[],"category_scores_codex":[0.001383579,0.000370283,0.0002804563,0.001098695,0.0002577473,0.00083984,0.0004240311,0.0004338816,0.0006850557],"category_scores_gemma":[0.004218015,0.0001218205,0.0004853485,0.000701773,0.0002250734,0.000732175,0.0004515189,0.0006207813,0.0002094082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007303049,"about_ca_system_score_gemma":0.001096364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01222051,"about_ca_topic_score_gemma":0.01085704,"domain_scores_codex":[0.9996271,0.000126828,0.00003205406,0.00008475054,0.00006955671,0.00005968282],"domain_scores_gemma":[0.9986836,0.0006430575,0.0002620477,0.00007456027,0.000242157,0.00009460152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003848391,0.0001979713,0.6013689,0.0001207272,0.0001105848,0.0004746644,0.000467296,0.232181,0.003832465,0.003633075,0.004012045,0.1532165],"study_design_scores_gemma":[0.000004411137,0.00006610679,0.04356906,0.00001552939,0.00001160312,0.00007708769,0.0001775114,0.9535617,0.0005223959,0.001527246,0.0004514879,0.00001584518],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.905148,0.0004426444,0.09046713,0.001295401,0.0000803544,0.00005552738,0.0008183371,0.0002744487,0.001418008],"genre_scores_gemma":[0.9860187,0.0001235655,0.01326396,0.00002402225,0.00002421392,0.00001022642,0.0003203303,0.000006569411,0.0002084292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01222051,"threshold_uncertainty_score":0.02429873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07687479603413584,"score_gpt":0.3708300334889333,"score_spread":0.2939552374547975,"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."}}