{"id":"W4315750311","doi":"10.1101/2023.01.09.23284320","title":"Quantitative Assessment of Injectable Medication Delivery Practices","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Armed Forces; University of Ottawa","funders":"University of British Columbia","keywords":"Medicine; Medical emergency; Patient care; Emergency medicine; Protocol (science); Nursing; Alternative medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0115987,0.0003248472,0.0003544625,0.002575617,0.0004078384,0.001153427,0.0007082907,0.0004633357,0.005182052],"category_scores_gemma":[0.0559894,0.0002060764,0.0004549923,0.001347942,0.0006580254,0.0009618784,0.001024479,0.0004624336,0.000681652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00074221,"about_ca_system_score_gemma":0.0007660873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006692369,"about_ca_topic_score_gemma":0.0006813545,"domain_scores_codex":[0.9868549,0.006157836,0.001857526,0.0009699854,0.003847714,0.0003119968],"domain_scores_gemma":[0.9135981,0.04812466,0.01854317,0.003399,0.01477051,0.001564652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001184381,0.0009456114,0.815574,0.002098899,0.000291826,0.000154065,0.02531225,0.0006507111,0.006741505,0.0007976014,0.001734941,0.1445142],"study_design_scores_gemma":[0.00004670876,0.001796575,0.9714819,0.0004075081,0.00007557448,0.0002478566,0.01395388,0.002502898,0.003201035,0.0005465124,0.005650831,0.0000888018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884375,0.0003087825,0.004655983,0.0001319587,0.00001853107,0.0007896537,0.001446994,0.00005033943,0.004160409],"genre_scores_gemma":[0.9906121,0.0001906848,0.006204435,0.00006588899,0.00002124643,0.001271049,0.000710296,0.0000122864,0.0009120485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0115987,"threshold_uncertainty_score":0.06134057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.122016001591719,"score_gpt":0.4344217924104361,"score_spread":0.3124057908187171,"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."}}