{"id":"W4398202353","doi":"10.3390/epidemiologia5020015","title":"Post-COVID-19: Time to Change Our Way of Life for a Better Future","year":2024,"lang":"en","type":"article","venue":"Epidemiologia","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Centre Intégré de Santé et de Services Sociaux des Laurentides","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); License; Geography; Statistics; Computer science; Medicine; Mathematics; Disease; Infectious disease (medical specialty)","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":[0.004425633,0.0004657202,0.0005055645,0.001080166,0.001704877,0.006201841,0.0009345017,0.001513773,0.02276237],"category_scores_gemma":[0.01226258,0.0001911501,0.0005077769,0.001607679,0.0008709988,0.005498547,0.002671205,0.003499913,0.009559304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00171594,"about_ca_system_score_gemma":0.003795207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005197301,"about_ca_topic_score_gemma":0.006504923,"domain_scores_codex":[0.9976445,0.0005896307,0.0001701938,0.000266719,0.0007394385,0.0005894283],"domain_scores_gemma":[0.994238,0.0007446295,0.0008404983,0.0003070908,0.002079739,0.001790098],"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":[0.0004455962,0.0001831288,0.05293645,0.001255634,0.00009482545,0.0008981328,0.004071811,0.0003254368,0.001674727,0.01671312,0.5628611,0.3585401],"study_design_scores_gemma":[0.00001154685,0.0001525741,0.05131547,0.0006786456,0.00002500977,0.0004706966,0.00592837,0.0001079026,0.0006182459,0.003679796,0.9369589,0.00005287414],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2273498,0.06012015,0.02369758,0.4075428,0.04524519,0.0007020287,0.06794973,0.003359925,0.1640329],"genre_scores_gemma":[0.6350015,0.05427778,0.03986853,0.0837847,0.01308839,0.001513291,0.0819589,0.00186541,0.08864145],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02276237,"threshold_uncertainty_score":0.07614768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2710482612682951,"score_gpt":0.4461303336335366,"score_spread":0.1750820723652415,"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."}}