{"id":"W4402315119","doi":"10.1002/sta4.70000","title":"A Joint Temporal Model for Hospitalizations and ICU Admissions Due to COVID‐19 in Quebec","year":2024,"lang":"en","type":"article","venue":"Stat","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds de Recherche du Québec - Santé; Institut de Valorisation des Données","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Joint (building); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Demography; Virology; Outbreak; Sociology; Internal medicine; Engineering; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006632901,0.00007632765,0.000142996,0.00009950616,0.00006999631,0.00001238365,0.0000183248,0.00002766517,0.00004781382],"category_scores_gemma":[0.0004095968,0.00005948444,0.00004008264,0.0001635222,0.00002063484,0.00004795515,0.00003372045,0.00005074374,0.000003743557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000677299,"about_ca_system_score_gemma":0.0003322477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274657,"about_ca_topic_score_gemma":0.01016842,"domain_scores_codex":[0.9994806,0.000006210787,0.0001399988,0.0001755912,0.00006578225,0.0001318268],"domain_scores_gemma":[0.9996115,0.00003194451,0.000008156197,0.00008097758,0.00004020227,0.0002272013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009839547,0.0001264814,0.004811964,0.001120383,0.000127578,0.0002259814,0.03400267,0.0007119627,0.0008494738,0.02254233,0.9299892,0.005393643],"study_design_scores_gemma":[0.002666066,0.0009853952,0.006689413,0.001523559,0.0003632122,0.00005708731,0.01542495,0.1977003,0.000414206,0.03040023,0.7429554,0.0008202014],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4412476,0.01909134,0.3417879,0.1847634,0.001165108,0.003944072,0.001562057,0.000503423,0.005935115],"genre_scores_gemma":[0.9748909,0.0003589631,0.004280921,0.00251188,0.00008496278,0.0002008745,0.0001059843,0.00002311107,0.01754243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5336433,"threshold_uncertainty_score":0.5674219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0441442977239963,"score_gpt":0.3535457784377864,"score_spread":0.3094014807137901,"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."}}