{"id":"W3014438395","doi":"10.2196/18272","title":"Influence of Community and Culture in the Ethical Allocation of Scarce Medical Resources in a Pandemic Situation: Deliberative Democracy Study","year":2020,"lang":"en","type":"article","venue":"Journal of Participatory Medicine","topic":"Disaster Response and Management","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Open Philanthropy Project; Texas State University; Johns Hopkins University; U.S. Department of Health and Human Services","keywords":"Scarcity; Democracy; Pandemic; Public health; Deliberative democracy; Political science; Public relations; Public administration; Sociology; Economic growth; Politics; Law; Medicine; Coronavirus disease 2019 (COVID-19); Nursing; Economics","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":[0.03335794,0.0003411558,0.0004520684,0.001314273,0.00969818,0.007710562,0.00144038,0.001607778,0.002832411],"category_scores_gemma":[0.04857426,0.0005632741,0.0004939394,0.0009361463,0.01396095,0.004365943,0.0117399,0.004422838,0.0002190676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004741828,"about_ca_system_score_gemma":0.01019312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007927022,"about_ca_topic_score_gemma":0.01520176,"domain_scores_codex":[0.9682342,0.02664439,0.0004622108,0.001136731,0.001253156,0.002269194],"domain_scores_gemma":[0.9423132,0.040744,0.00676054,0.002572061,0.003526185,0.004083992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001196826,0.000708118,0.05183979,0.00009965549,0.00004659214,0.0003247915,0.9298717,0.00009550928,0.0002395291,0.005797612,0.0007233005,0.01013364],"study_design_scores_gemma":[0.00002599208,0.0001738618,0.02064504,0.0001510634,0.00002460081,0.0001043311,0.9710704,0.0002861512,0.000228043,0.002646778,0.004613186,0.00003052107],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925519,0.0001004472,0.0006370224,0.001514331,0.00002563553,0.00008445395,0.00001200186,0.00000234708,0.005071816],"genre_scores_gemma":[0.9989395,0.00005831531,0.0002321693,0.0003904549,0.000008229986,0.00006736342,0.00000505229,0.000003269594,0.0002957062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03335794,"threshold_uncertainty_score":0.1764158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2396928388027986,"score_gpt":0.5103321602174381,"score_spread":0.2706393214146395,"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."}}