{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003419642,0.00018276,0.0002273414,0.0002586385,0.0005799343,0.00003829658,0.0004696388,0.00006224027,0.000338157],"category_scores_gemma":[0.001817325,0.00008732159,0.00006482853,0.001088865,0.0001558447,0.00005863935,0.00008018556,0.0004774503,0.0006981278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001651672,"about_ca_system_score_gemma":0.0002882787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00101173,"about_ca_topic_score_gemma":0.007143538,"domain_scores_codex":[0.9976495,0.0006612808,0.0004167588,0.0002768733,0.0004876752,0.0005078941],"domain_scores_gemma":[0.9976458,0.001348182,0.00008599507,0.0007049796,0.00006698474,0.0001480833],"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":[0.002914114,0.0001557719,0.06282999,0.0001822562,0.0001270057,0.0002598497,0.3266417,0.0001664507,0.002034749,0.00349675,0.594837,0.006354327],"study_design_scores_gemma":[0.002208457,0.0004714843,0.301096,0.00003792283,0.00008837137,0.0001920648,0.04439939,0.0001249429,0.000006311426,0.0005919178,0.6506606,0.0001224977],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.621912,0.000120258,0.0001276458,0.3756964,0.0002053801,0.001501277,0.00002005265,0.0001420978,0.0002749373],"genre_scores_gemma":[0.9205163,0.00002728038,0.00002625627,0.07546167,0.0008587143,0.0002802044,0.00006290452,0.00002969029,0.002736986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3002347,"threshold_uncertainty_score":0.8973253,"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."}}