{"id":"W4400682507","doi":"10.22541/au.172114517.70193503/v1","title":"Optimization of Albuterol Delivery via Anesthesia Bag in Pediatric Critical Care","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Pharmacological Effects and Assays","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Boniface Hospital; University of Manitoba; Children's Hospital Research Institute of Manitoba","funders":"","keywords":"Anesthesia; Medicine; Salbutamol; Emergency medicine; Asthma; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001642386,0.0001983759,0.0002998606,0.00003102958,0.00003093199,0.0000522446,0.0002726214,0.000326572,0.0007774796],"category_scores_gemma":[0.00003745288,0.00006793434,0.0001493756,0.0002578798,0.00004306209,0.000036211,0.0004303047,0.0004150312,0.00002300275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003575754,"about_ca_system_score_gemma":0.0000162813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00026142,"about_ca_topic_score_gemma":0.00005939052,"domain_scores_codex":[0.9987008,0.0001380901,0.0003037713,0.0004372844,0.0001942606,0.0002258147],"domain_scores_gemma":[0.9993715,0.0003495408,0.00005386316,0.00004712882,0.00009397546,0.00008404882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006015353,0.003475365,0.06805892,0.01201823,0.0001540781,0.002548259,0.001219436,0.3407122,0.1402422,0.004140766,0.008361092,0.418468],"study_design_scores_gemma":[0.00172749,0.005114124,0.3468936,0.001246524,0.001623881,0.0001283656,0.001272061,0.5816626,0.0203449,0.03144701,0.002740975,0.005798436],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944597,0.001624431,0.00006617682,0.001743465,0.0002147052,0.0003608253,0.00003049797,0.00009150471,0.001408657],"genre_scores_gemma":[0.998417,0.0002716745,0.0005699841,0.000246367,0.0003329117,0.00003881815,0.00009144175,0.00000125387,0.00003051456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4126696,"threshold_uncertainty_score":0.8512856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01798367150057343,"score_gpt":0.26321039659998,"score_spread":0.2452267250994065,"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."}}