{"id":"W2462586286","doi":"10.1016/s1078-5337(02)00007-2","title":"","year":2002,"lang":"en","type":"review","venue":"Respiratory Care Clinics","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; ARDS; Ventilation (architecture); High-frequency ventilation; Expiration; Intensive care medicine; Respiratory failure; Limiting; Positive airway pressure; Cardiology; Internal medicine; Lung; Respiratory system; Mechanical ventilation","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.001497314,0.002950099,0.01336153,0.001577496,0.0005079494,0.0001931721,0.001293046,0.004660327,0.0003704578],"category_scores_gemma":[0.001210589,0.002438486,0.008007762,0.001825127,0.000385,0.0003402517,0.0005630992,0.004448537,0.0008494037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001452295,"about_ca_system_score_gemma":0.005118986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000233064,"about_ca_topic_score_gemma":0.000008136098,"domain_scores_codex":[0.985333,0.001082393,0.006278105,0.003255232,0.001962882,0.002088373],"domain_scores_gemma":[0.9874788,0.0008785294,0.002866925,0.005127045,0.001261462,0.002387266],"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":[0.0000581879,0.000299221,0.0001628718,0.1006059,0.0007398074,0.003554145,0.0002418645,1.929612e-7,0.000001567907,0.00005951063,0.001261785,0.8930149],"study_design_scores_gemma":[0.002563561,0.003545611,0.000005919032,0.04155879,0.0114173,0.0004946432,0.0005506748,6.26708e-7,0.00001240767,0.000007920516,0.9378633,0.001979238],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008897393,0.9885992,0.00004795596,0.00001390205,0.002421108,0.006371233,0.0002579554,0.0008393499,0.001360294],"genre_scores_gemma":[0.0000036743,0.9877785,0.0006961467,0.005052199,0.003385824,0.001024107,0.0005794447,0.0008603848,0.0006196647],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9366015,"threshold_uncertainty_score":0.9999285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1824320522745677,"score_gpt":0.4340324616649106,"score_spread":0.2516004093903429,"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."}}