{"id":"W2004117760","doi":"10.1007/s00134-007-0681-4","title":"A method for monitoring and improving patient: ventilator interaction","year":2007,"lang":"en","type":"article","venue":"Intensive Care Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":90,"is_retracted":false,"has_abstract":false,"ca_institutions":"Research Manitoba","funders":"","keywords":"Medicine; Pressure support ventilation; Respiratory rate; Ventilation (architecture); Mechanical ventilation; Emergency medicine; Anesthesia; Internal medicine; Heart rate; Blood pressure","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":[0.0002877902,0.0001550477,0.0003362425,0.0001990586,0.00006888439,0.000006561933,0.00003195343,0.00009047466,0.00002657891],"category_scores_gemma":[0.001039332,0.0001188669,0.00007076177,0.0000957101,0.00004735505,0.00006951825,0.00003025152,0.0001759946,0.000002721981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001016577,"about_ca_system_score_gemma":0.00003583787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005069525,"about_ca_topic_score_gemma":0.000005055948,"domain_scores_codex":[0.9989321,0.00001139537,0.0003250849,0.0002787886,0.0001971855,0.0002554399],"domain_scores_gemma":[0.9971094,0.0001578883,0.00012569,0.0001620648,0.002232084,0.000212938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008019065,0.00001103973,0.007922644,0.0003229767,0.00006533407,0.0001771797,0.008411783,1.838147e-7,0.3937344,0.00007182363,0.000886212,0.5875945],"study_design_scores_gemma":[0.003751639,0.004750036,0.005269197,0.001270392,0.0004617276,0.0004996032,0.2636418,0.0001395197,0.6114385,0.00009397069,0.108432,0.0002516202],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8996788,0.002784749,0.09187391,0.0008600973,0.00299893,0.001021264,0.000005125307,0.00009037102,0.0006867112],"genre_scores_gemma":[0.9855192,0.00001433486,0.01092796,0.002300525,0.001005095,0.00002978946,0.00002243822,0.000032633,0.0001480423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5873429,"threshold_uncertainty_score":0.4847253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0306137530768434,"score_gpt":0.3604809872861287,"score_spread":0.3298672342092853,"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."}}