{"id":"W4406790744","doi":"10.1097/aln.0000000000005390","title":"Impact of Underassisted Ventilation on Diaphragm Function and Structure in a Porcine Model","year":2025,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Diaphragm (acoustics); Ventilation (architecture); Intensive care medicine; Mechanical engineering; Acoustics","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":[0.00005960878,0.00007321072,0.0002112054,0.0001994147,0.00001346481,0.000001410745,0.00001733476,0.0001237791,0.00002964229],"category_scores_gemma":[0.0000180325,0.00005384656,0.00003977428,0.0001167828,0.00002467606,0.00002100861,0.000006126435,0.00007999079,7.192251e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000270844,"about_ca_system_score_gemma":0.00008440576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000217832,"about_ca_topic_score_gemma":0.00001324365,"domain_scores_codex":[0.9995626,0.00002531494,0.0001495903,0.0001325577,0.0000401283,0.00008981877],"domain_scores_gemma":[0.9997619,0.0000234992,0.00004628405,0.0001164234,0.00002559978,0.00002632062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001403059,0.00007090947,0.9034966,0.00004642906,0.00002994002,0.00001520349,0.00004174549,0.0003515586,0.08762582,0.001750532,0.0001298237,0.00503843],"study_design_scores_gemma":[0.0008769794,0.0009981922,0.9891629,0.00003987879,0.00003363311,0.00001109603,0.00001433976,0.001414776,0.001737799,0.005604171,0.00007042605,0.00003578458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992769,0.00008671531,0.0002056253,0.00007592678,0.00002979675,0.0001429864,0.000001408799,0.00001038071,0.0001702303],"genre_scores_gemma":[0.9992424,0.00001051293,0.00007026235,0.0004797515,0.00001047749,0.000003609199,0.00003151186,0.000004815236,0.0001466642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08588802,"threshold_uncertainty_score":0.2195799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01585748863584871,"score_gpt":0.3054794153005208,"score_spread":0.2896219266646721,"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."}}