{"id":"W3160867139","doi":"10.2196/29298","title":"Increases in Naloxone Administrations by Emergency Medical Services Providers During the COVID-19 Pandemic: Retrospective Time Series Study","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health; National Institutes of Health","keywords":"(+)-Naloxone; Opioid overdose; Medicine; Pandemic; Emergency medicine; Coronavirus disease 2019 (COVID-19); Opioid; Emergency medical services; Anesthesia; Medical emergency; Internal medicine","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":[0.0009107215,0.0001857525,0.0004251519,0.0000693132,0.0003379194,0.00005287112,0.0001031922,0.00008114302,0.0004096646],"category_scores_gemma":[0.0009694334,0.0001365814,0.00003967906,0.0005921571,0.00007972557,0.0001567972,0.00007320989,0.0002630583,0.000007582419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003005033,"about_ca_system_score_gemma":0.003504121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001923991,"about_ca_topic_score_gemma":0.01556853,"domain_scores_codex":[0.9975356,0.0005338572,0.0005041973,0.0004600501,0.0005194238,0.0004467977],"domain_scores_gemma":[0.9983429,0.0001380538,0.0001279852,0.000338345,0.0001250797,0.0009276766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009805086,0.001121848,0.9926305,0.0004370497,0.00005929265,0.00007291448,0.00402603,9.337813e-8,0.00001015218,0.00002643316,0.001183827,0.0003337474],"study_design_scores_gemma":[0.002132077,0.0004872343,0.9707447,0.00001717065,0.000002148212,0.000180391,0.01170205,0.00002695436,6.221936e-7,0.00002532749,0.01455902,0.0001222829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9319683,0.003913253,0.000004882672,0.06245582,0.00004400462,0.001222375,0.00008748758,0.00009289773,0.0002109796],"genre_scores_gemma":[0.9932107,0.002234482,0.00002107327,0.002914068,0.00006137796,0.0004320121,0.0002734668,0.00001687096,0.0008359328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06124241,"threshold_uncertainty_score":0.8687605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02385975783476226,"score_gpt":0.3414905689686335,"score_spread":0.3176308111338713,"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."}}