{"id":"W3119445397","doi":"10.5430/jha.v9n6p34","title":"Characterization of community-based donation of personal protective equipment to an academic health center during the COVID-19 pandemic","year":2021,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Masonic Cancer Center, University of Minnesota; National Institutes of Health; National Center for Advancing Translational Sciences; University of Minnesota","keywords":"Personal protective equipment; Donation; Metropolitan area; Pandemic; Psychosocial; Coronavirus disease 2019 (COVID-19); Public health; Medicine; Economic shortage; Social distance; Population; Business; Family medicine; Environmental health; Nursing; Economic growth; Government (linguistics)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00181126,0.00009158844,0.0002152769,0.0001240239,0.0003437518,0.000009564732,0.000159922,0.00006963152,0.0000475025],"category_scores_gemma":[0.0002546134,0.00007072298,0.000068768,0.0001814373,0.00003399284,0.0002462534,0.00005600961,0.0005507679,0.000001921227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003662708,"about_ca_system_score_gemma":0.001292348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002581752,"about_ca_topic_score_gemma":0.00009802655,"domain_scores_codex":[0.9970737,0.001437002,0.0008528333,0.00008053251,0.0003998075,0.0001560982],"domain_scores_gemma":[0.9979324,0.0001326533,0.001246397,0.0001501336,0.0003841756,0.000154256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.008496059,0.00581401,0.2120464,0.005726105,0.0003627944,0.00003377633,0.3660324,0.0002682395,0.3930365,0.002286193,0.0007663441,0.005131181],"study_design_scores_gemma":[0.00737499,0.02474015,0.8215417,0.001707753,0.000116121,0.00005797854,0.1118704,0.0001693213,0.02166517,0.0008639192,0.009467589,0.0004248914],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806464,0.00001349897,0.007467814,0.01073865,0.0002401176,0.0007732593,0.00005536561,0.000007970321,0.00005695485],"genre_scores_gemma":[0.9963648,0.00002064301,0.0001068505,0.003179368,0.0001003722,0.00003702741,0.00008375228,0.000009252075,0.00009793763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6094953,"threshold_uncertainty_score":0.2884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1085124986771224,"score_gpt":0.4393245409417344,"score_spread":0.330812042264612,"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."}}