{"id":"W1986013631","doi":"10.1155/2013/943281","title":"Simulations for Mechanical Ventilation in Children: Review and Future Prospects","year":2013,"lang":"en","type":"article","venue":"Critical Care Research and Practice","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Centre Hospitalier Universitaire Sainte-Justine; Université de Montréal","funders":"Fonds de Recherche du Québec - Santé; Natural Sciences and Engineering Research Council of Canada","keywords":"Cardiorespiratory fitness; Mechanical ventilation; Medicine; Ventilation (architecture); Intensive care medicine; Process (computing); Simulation; Intensive care unit; Cardiorespiratory arrest; Computer science; Physical therapy; Anesthesia; Engineering; Mechanical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007197802,0.00007237728,0.0001739993,0.00007877681,0.0001281905,0.00006232181,0.00003066861,0.00009404909,0.0001943801],"category_scores_gemma":[0.004235538,0.00005985699,0.00002167772,0.0001783489,0.00007671308,0.0003665326,0.00003809891,0.0003335047,0.00001200571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002847368,"about_ca_system_score_gemma":0.0000920439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001191786,"about_ca_topic_score_gemma":0.000003705963,"domain_scores_codex":[0.9989245,0.000140535,0.0001618622,0.0002414391,0.0002592419,0.0002724399],"domain_scores_gemma":[0.9977749,0.001019301,0.00001451292,0.0001416196,0.0007933491,0.0002563132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002577534,0.001796351,0.02703561,0.02913348,0.0001951082,0.000185673,0.001369664,3.310402e-7,0.02040784,0.4288273,0.01754744,0.4709237],"study_design_scores_gemma":[0.00794294,0.01165973,0.09268156,0.002438671,0.001183742,0.001474644,0.009643351,0.0005405584,0.005952074,0.04380753,0.8217326,0.000942617],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2649149,0.385019,0.002754806,0.308056,0.0004122923,0.02603499,0.0001484597,0.0001733403,0.01248618],"genre_scores_gemma":[0.9916525,0.002860843,0.003270233,0.001575433,0.0003091886,0.0002011328,0.00004279414,0.00001425914,0.00007356157],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8041852,"threshold_uncertainty_score":0.507064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09094941556733552,"score_gpt":0.4757591915982707,"score_spread":0.3848097760309352,"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."}}