{"id":"W4212814105","doi":"10.1136/bmj.o425","title":"Invest in primary healthcare and public health for the pandemic and beyond","year":2022,"lang":"en","type":"article","venue":"BMJ","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Pandemic; Health care; Public health; Public healthcare; Primary care; Primary health care; Coronavirus disease 2019 (COVID-19); Political science; Business; Public relations; Medicine; Nursing; Family medicine; 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":[0.008244683,0.0007499119,0.0007785021,0.001325577,0.00371892,0.009046347,0.0009872622,0.01415408,0.04678464],"category_scores_gemma":[0.03842311,0.0004685433,0.0007205558,0.00113652,0.005578008,0.009931954,0.005894518,0.01917634,0.007965208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005391971,"about_ca_system_score_gemma":0.02184301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01234252,"about_ca_topic_score_gemma":0.01830602,"domain_scores_codex":[0.9926358,0.002351605,0.0002346721,0.0005529773,0.002314214,0.001910759],"domain_scores_gemma":[0.9282209,0.01364036,0.00241109,0.002277987,0.01149767,0.04195192],"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":[0.00009682924,0.0002538665,0.005793825,0.0002713549,0.00008281328,0.0002035949,0.001850454,0.000125078,0.0004250649,0.02339783,0.9118903,0.05560897],"study_design_scores_gemma":[0.0001707173,0.0001492445,0.007593282,0.001364636,0.00006935465,0.0003049716,0.008398684,0.0001976405,0.0002788807,0.05049117,0.9309063,0.00007516338],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00155463,0.003281459,0.0001625221,0.9735655,0.009694637,0.000006882743,0.000057923,0.00003053955,0.01164591],"genre_scores_gemma":[0.1361225,0.01724672,0.00204493,0.7263324,0.04064575,0.00007201632,0.0002018812,0.0001457549,0.07718801],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04678464,"threshold_uncertainty_score":0.1565102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1685963063629579,"score_gpt":0.4567697690710927,"score_spread":0.2881734627081348,"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."}}