{"id":"W3030271697","doi":"10.1016/j.mbs.2020.108393","title":"An explicitly multi-component arterial gas embolus dissolves much more slowly than its one-component approximation","year":2020,"lang":"en","type":"article","venue":"Mathematical Biosciences","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Dissolution; Partial pressure; Diffusion; Carbon dioxide; Gas composition; Thermodynamics; Heliox; Laplace transform; Rate equation; Oxygen; Mechanics; Materials science; Chemistry; Anesthesia; Mathematics; Physics; Classical mechanics; Mathematical analysis; Medicine; Physical chemistry","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":[0.0002017132,0.0002363105,0.0003105745,0.00006983846,0.000148837,0.0002284151,0.0004440354,0.00007828842,0.00006086734],"category_scores_gemma":[0.0000670544,0.0001976143,0.00008419007,0.0002511377,0.0001114911,0.0003554485,0.00006608001,0.0001247317,0.0001254271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003649538,"about_ca_system_score_gemma":0.00001395582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004941226,"about_ca_topic_score_gemma":0.000003311041,"domain_scores_codex":[0.9983643,0.00002805256,0.0003981639,0.0003704545,0.0004345429,0.0004045251],"domain_scores_gemma":[0.9993434,0.00005185374,0.000047996,0.0002238225,0.00003054444,0.0003024074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001069238,0.0002946563,0.00002572098,0.0002858476,0.00001812737,0.000005597873,0.005221127,0.001459422,0.9786836,0.01242967,0.00003111125,0.001534417],"study_design_scores_gemma":[0.0002660627,0.00007909186,0.0007993661,0.00006497566,0.00001429613,0.000003835417,0.0006051239,0.9653302,0.03133439,0.001192927,0.00002947709,0.0002802748],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8826852,0.00004906973,0.1151168,0.0006486424,0.0002659435,0.0003176684,0.00002016895,0.0003620287,0.0005344807],"genre_scores_gemma":[0.9777002,0.00001382093,0.02196472,0.00008744557,0.0001419971,0.00003728119,0.00001764297,0.00002615848,0.00001069328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9638708,"threshold_uncertainty_score":0.8058476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03411735178946702,"score_gpt":0.2497143172861959,"score_spread":0.2155969654967289,"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."}}