{"id":"W3089772216","doi":"10.1097/ta.0000000000002961","title":"Drone versus ground delivery of simulated blood products to an urban trauma center: The Montreal Medi-Drone pilot study","year":2020,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University Health Centre","funders":"","keywords":"Drone; Environmental science; Blood collection; Blood product; Medicine; Animal science; Surgery; Emergency medicine; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006935065,0.000195978,0.0002998002,0.0001380447,0.0004327018,0.0002104442,0.0002624028,0.00004331404,0.0001126448],"category_scores_gemma":[0.0004411284,0.00012348,0.00006700427,0.0005083842,0.0001429765,0.001198706,0.00006146704,0.0003861658,0.000007622104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001473102,"about_ca_system_score_gemma":0.00002882159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00153195,"about_ca_topic_score_gemma":0.0009710034,"domain_scores_codex":[0.9983327,0.0001663648,0.0005597947,0.0002011284,0.0005341857,0.0002058627],"domain_scores_gemma":[0.9981013,0.0002707556,0.0002174208,0.0001889,0.001142977,0.0000786563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1338505,0.06552113,0.3569234,0.006316065,0.007398502,0.0004156659,0.1436923,0.002834607,0.01866335,0.02027917,0.02221969,0.2218856],"study_design_scores_gemma":[0.03294859,0.04593924,0.7914478,0.0003027632,0.01216228,0.0001752461,0.08803689,0.001019544,0.003035404,0.001006551,0.02247874,0.00144695],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915124,0.0003645264,0.00004211118,0.006359098,0.0006078172,0.0003807743,0.000009771164,0.00003679514,0.000686754],"genre_scores_gemma":[0.9976985,0.00006350614,0.00001246616,0.0009674534,0.001223233,0.000002535908,0.000004990446,0.0000217641,0.000005563846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4345244,"threshold_uncertainty_score":0.5035368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04399603570289715,"score_gpt":0.2895191201133214,"score_spread":0.2455230844104243,"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."}}