{"id":"W4366088656","doi":"10.21153/thl2023art1769","title":"Bayanihan E-Konsulta: A volunteer-driven response to the COVID-19 pandemic in the Philippines","year":2023,"lang":"en","type":"article","venue":"The Humanitarian Leader","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"University of the Philippines; University of Santo Tomas","keywords":"Accountability; Health care; Credibility; Public relations; Population; Business; Agency (philosophy); Political science; Economic growth; Medicine; Environmental health; Sociology; Economics","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":[0.002364465,0.0004425784,0.0001302598,0.0002903479,0.002899606,0.001397324,0.0009848281,0.0009777374,0.0132808],"category_scores_gemma":[0.002226848,0.0001551947,0.0003122837,0.000192541,0.001051066,0.001165175,0.004299841,0.00191892,0.001369436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001138821,"about_ca_system_score_gemma":0.006465275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007075434,"about_ca_topic_score_gemma":0.01321531,"domain_scores_codex":[0.9992218,0.00045616,0.00001018721,0.00004163699,0.00005412841,0.0002160656],"domain_scores_gemma":[0.996564,0.0003200033,0.0001073884,0.00009320159,0.0002631891,0.002652352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001818779,0.006624077,0.04637866,0.001584691,0.00009581118,0.007777332,0.04660792,0.002762217,0.01514797,0.007477105,0.2729915,0.5907341],"study_design_scores_gemma":[0.001415593,0.009312803,0.1460338,0.001055011,0.000121042,0.001577028,0.07230997,0.01123411,0.005996645,0.006506437,0.7442148,0.0002228229],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.804253,0.00191458,0.007290261,0.08270619,0.002856322,0.002953111,0.0006990773,0.003060003,0.09426745],"genre_scores_gemma":[0.9193883,0.001304575,0.01178373,0.01201815,0.0006180523,0.001438616,0.0004583178,0.0002479868,0.05274231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0132808,"threshold_uncertainty_score":0.04442871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1726405482401341,"score_gpt":0.4078383358518082,"score_spread":0.2351977876116741,"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."}}