{"id":"W4205262625","doi":"10.31219/osf.io/nv9sw","title":"Protected 911: Development, Implementation, and Evaluation of a Pre-hospital COVID-19 High-Risk Response Team","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Disaster Response and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Personal protective equipment; Medical emergency; Workload; Medicine; Crew; Mandate; Service (business); Coronavirus disease 2019 (COVID-19); Operations management; Business; Engineering; Computer science; Pathology; Aeronautics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01084838,0.0007198348,0.0002489065,0.0004594859,0.002026839,0.001914974,0.003049716,0.0007571215,0.003599734],"category_scores_gemma":[0.01422681,0.0004120381,0.0005385076,0.0003491729,0.001679886,0.000828593,0.003005369,0.001263176,0.0008333148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02334164,"about_ca_system_score_gemma":0.09405693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4187575,"about_ca_topic_score_gemma":0.5810612,"domain_scores_codex":[0.9901935,0.002820238,0.0004111074,0.00055296,0.004018963,0.00200315],"domain_scores_gemma":[0.9837306,0.001028177,0.001018639,0.0005376646,0.00825491,0.005430111],"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":[0.003384142,0.01828802,0.1745554,0.002622493,0.0002291947,0.002053032,0.02597257,0.01093312,0.04040198,0.003458907,0.0325258,0.6855754],"study_design_scores_gemma":[0.005398247,0.104747,0.5257674,0.002757224,0.000588798,0.001552838,0.04934136,0.02037787,0.02613793,0.001171602,0.2616657,0.0004939722],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9260091,0.0005840769,0.0156146,0.003873579,0.0004077042,0.02678404,0.0009458853,0.0007773887,0.02500369],"genre_scores_gemma":[0.8123196,0.00135002,0.1545914,0.00258582,0.0001082128,0.008693554,0.002808797,0.000213092,0.01732961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4187575,"threshold_uncertainty_score":0.8326401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09085176319618472,"score_gpt":0.4845144291520089,"score_spread":0.3936626659558242,"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."}}