{"id":"W3129601254","doi":"10.2196/26267","title":"The Anticipated Future of Public Health Services Post COVID-19: Viewpoint","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preparedness; Public health; International Health Regulations; Pandemic; Global health; Business; Coronavirus disease 2019 (COVID-19); International health; Public relations; Corporate governance; Political science; Health policy; Economic growth; Medicine; Disease; Economics; 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":[0.01757333,0.0005611516,0.0005466192,0.001267937,0.004132559,0.01319004,0.002323438,0.02119749,0.007188555],"category_scores_gemma":[0.02439213,0.0002578741,0.001142871,0.001315702,0.008854006,0.01809775,0.006239476,0.02326658,0.001914675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01637673,"about_ca_system_score_gemma":0.0340176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01323098,"about_ca_topic_score_gemma":0.01690714,"domain_scores_codex":[0.9874908,0.006565177,0.0004167377,0.0008894975,0.002572571,0.002065172],"domain_scores_gemma":[0.9713619,0.01525573,0.001140348,0.0005180729,0.006075619,0.005648288],"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":[0.0001305707,0.0001154651,0.001309577,0.001574302,0.00003674675,0.001084917,0.007869794,0.0006133773,0.0004755662,0.431882,0.4812747,0.07363309],"study_design_scores_gemma":[0.00005500313,0.0002291622,0.001592183,0.003673678,0.00004149685,0.0006096662,0.02448263,0.0003591683,0.0002968053,0.08114505,0.8874412,0.00007400365],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007206303,0.01510695,0.0002856931,0.9715105,0.004782813,0.00000653111,0.00004164625,0.000007413439,0.007537851],"genre_scores_gemma":[0.09454536,0.06354278,0.001924292,0.8144273,0.01863004,0.00006804489,0.0001281867,0.00004157846,0.006692398],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02119749,"threshold_uncertainty_score":0.118822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07928708952410193,"score_gpt":0.4083081946974784,"score_spread":0.3290211051733765,"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."}}