{"id":"W4309670378","doi":"10.1186/s12913-022-08734-4","title":"Extending health systems resilience into communities: a qualitative study with community-based actors providing health services during the COVID-19 pandemic in the Philippines","year":2022,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Waterloo; University of Toronto","funders":"Canadian Institutes of Health Research; International Development Research Centre","keywords":"Public health; Workforce; Preparedness; Public relations; Medicine; Personal protective equipment; Pandemic; Community health; Qualitative research; Health informatics; Nursing; Environmental health; Economic growth; Political science; Sociology; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01633623,0.0009365692,0.0009176146,0.0019066,0.01750184,0.004983019,0.002620177,0.002736346,0.004085663],"category_scores_gemma":[0.01858024,0.0008669635,0.0004544604,0.001776118,0.01598311,0.007370408,0.008942031,0.004715638,0.0003141928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008399948,"about_ca_system_score_gemma":0.009866812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01957791,"about_ca_topic_score_gemma":0.03366846,"domain_scores_codex":[0.9853485,0.01138113,0.0002199783,0.0005912572,0.0004823885,0.001976656],"domain_scores_gemma":[0.9750198,0.01853682,0.001406005,0.0004079624,0.001598831,0.003030514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009706038,0.00002380501,0.0007681723,0.00007082501,0.000001724663,0.0005442164,0.9966738,0.00002089241,0.0001618031,0.000506494,0.0002452637,0.0009731949],"study_design_scores_gemma":[0.000001202604,0.00001677314,0.0002723382,0.0000653391,0.000001079512,0.0000583997,0.9975452,0.00002968528,0.00004361818,0.0001112267,0.001851207,0.000003917013],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814293,0.0009229491,0.002940496,0.006761932,0.0001136917,0.0004350273,0.0001646873,0.00002764412,0.007204231],"genre_scores_gemma":[0.9945459,0.000749998,0.0009811897,0.001373851,0.00002556822,0.0004037889,0.00004935939,0.00002313049,0.0018472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01957791,"threshold_uncertainty_score":0.08639526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2033655553666231,"score_gpt":0.5324363163577199,"score_spread":0.3290707609910968,"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."}}