{"id":"W4285082546","doi":"10.1016/s2214-109x(22)00272-8","title":"Blood delivery by drone: a faltering step in a promising direction","year":2022,"lang":"en","type":"letter","venue":"The Lancet Global Health","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drone; Population; China; Medicine; Medical emergency; Environmental health; Geography; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001086501,0.0002625266,0.0004717678,0.000123409,0.0004738811,0.0003533655,0.0004556007,0.0001493845,0.0004285079],"category_scores_gemma":[0.00003575798,0.0002196756,0.00007798406,0.0006944396,0.00003477557,0.0006060291,0.0001850052,0.001355716,0.00006173172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002406139,"about_ca_system_score_gemma":0.0001156639,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01420429,"about_ca_topic_score_gemma":0.001533392,"domain_scores_codex":[0.9978886,0.0001513853,0.000420762,0.0004323192,0.000529061,0.0005778528],"domain_scores_gemma":[0.9990551,0.00007531414,0.0004863407,0.0003275326,0.00004372011,0.00001196493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009371949,0.00009836546,0.001250553,0.0005867697,0.00005220925,0.00005122275,0.00003917132,0.0000103157,0.000004348776,0.0005186553,0.975691,0.02160366],"study_design_scores_gemma":[0.001015463,0.00002224155,0.001229605,0.0001214959,0.00006309812,0.00001836854,0.00007172838,0.0003944628,6.036333e-7,0.0004071508,0.9964365,0.0002192518],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01437136,0.002022308,0.00004723888,0.9630795,0.001277082,0.0007751996,0.00009019876,0.0002735883,0.0180636],"genre_scores_gemma":[0.02282684,0.0008462559,0.00008720849,0.9696308,0.005748532,0.0001016594,0.0003794116,0.00004161919,0.0003376946],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02138441,"threshold_uncertainty_score":0.9923602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.026358160127955,"score_gpt":0.2851036955232976,"score_spread":0.2587455353953426,"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."}}