{"id":"W4310031789","doi":"10.20944/preprints202211.0497.v1","title":"Avoidable Intensive Care Resource Use of Unvaccinated COVID-19 Patients: Interpretation and Policy Implications","year":2022,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Alberta","funders":"","keywords":"Vaccination; Coronavirus disease 2019 (COVID-19); Medicine; Public health; Pandemic; Intensive care; Health care; Resource use; Vaccination policy; Interpretation (philosophy); Public economics; Intensive care medicine; Nursing; Economics; Economic growth; Immunology; Environmental resource management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.04077696,0.0009765364,0.0009264002,0.003719453,0.0009121091,0.00682253,0.002952286,0.002877279,0.006910367],"category_scores_gemma":[0.1946384,0.0003481015,0.001558926,0.004915623,0.003992773,0.004311035,0.002608253,0.003832201,0.0007017122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006378703,"about_ca_system_score_gemma":0.005091114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03198021,"about_ca_topic_score_gemma":0.01262111,"domain_scores_codex":[0.9599259,0.03003171,0.002786064,0.003335169,0.003070765,0.000850419],"domain_scores_gemma":[0.6885672,0.2720735,0.02315897,0.005782352,0.009430031,0.0009879163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001021287,0.0003411053,0.3399802,0.01025238,0.00272989,0.002183818,0.01495537,0.01277993,0.0006289193,0.4254275,0.06607119,0.1236285],"study_design_scores_gemma":[0.0001934763,0.0003494939,0.1636266,0.01423561,0.001624891,0.001024922,0.02779565,0.03248091,0.002927509,0.6713582,0.08401059,0.000372231],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1689168,0.05550841,0.06940214,0.626716,0.007815934,0.0005523413,0.01117173,0.0001869564,0.05972981],"genre_scores_gemma":[0.9243935,0.0133272,0.01627075,0.03700111,0.00399938,0.0005686873,0.001396535,0.0001262348,0.002916542],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04077696,"threshold_uncertainty_score":0.2156517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4159095440827816,"score_gpt":0.4815719017251329,"score_spread":0.06566235764235129,"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."}}