{"id":"W3097115316","doi":"10.12688/f1000research.25873.1","title":"A simulation of a medical ventilator with a realistic lungs model","year":2020,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Azrieli Foundation; Tel Aviv University","keywords":"Synchronization (alternating current); Mechanical ventilator; Computer science; Breathing; Medicine; Simulation; Engineering; Mechanical ventilation; Topology (electrical circuits); Anesthesia; Electrical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00117382,0.0002363364,0.0007360287,0.0002643127,0.00003672067,0.00003062881,0.0004502829,0.0005062927,0.001171646],"category_scores_gemma":[0.001106881,0.0001794499,0.0001871966,0.0002561927,0.0001573183,0.00003330192,0.0006959194,0.001324536,0.00005000907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008891412,"about_ca_system_score_gemma":0.003413588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007932869,"about_ca_topic_score_gemma":0.00001153579,"domain_scores_codex":[0.9946246,0.0001010748,0.000575654,0.0005762631,0.003771205,0.0003512547],"domain_scores_gemma":[0.9976459,0.000155155,0.0001841097,0.0007796833,0.0005345109,0.0007006492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.03057298,0.004175049,0.03252312,0.04813322,0.004141476,0.01389905,0.009931611,0.7016218,0.02800383,0.02998526,0.06207449,0.03493812],"study_design_scores_gemma":[0.001163615,0.0005887384,0.0005168925,0.0008773386,0.0001483199,0.00001201999,0.00006020313,0.9909967,0.001109225,0.002274274,0.002090485,0.0001621737],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6209447,0.0006058,0.3504575,0.01183213,0.0003117686,0.00554859,0.0003593541,0.000340915,0.009599257],"genre_scores_gemma":[0.995433,0.00003206531,0.002324191,0.0003332964,0.0002462306,0.0001049888,0.0002662098,0.00007663773,0.001183404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3744883,"threshold_uncertainty_score":0.9997414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1476445724917284,"score_gpt":0.43375744274864,"score_spread":0.2861128702569116,"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."}}