{"id":"W4389391197","doi":"10.1186/s13613-023-01217-7","title":"Predicting extubation in patients with traumatic cervical spinal cord injury using the diaphragm electrical activity during a single maximal maneuver","year":2023,"lang":"en","type":"article","venue":"Annals of Intensive Care","topic":"Spinal Cord Injury Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Toronto; St. Michael's Hospital","funders":"National Key Research and Development Program of China; Government of Jiangsu Province; National Natural Science Foundation of China","keywords":"Medicine; Mechanical ventilation; Diaphragm (acoustics); Anesthesia; Internal medicine; Anesthesiology; Ventilation (architecture); Spinal cord injury; Cardiology; Spinal cord","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":[0.0001772254,0.0001738713,0.0003546514,0.0003811698,0.00009994856,0.00002106756,0.0001339757,0.00009321881,0.00002183294],"category_scores_gemma":[0.002596548,0.0001230855,0.00009999963,0.001105645,0.0001279532,0.0001556195,0.000112237,0.0005024233,0.000007204565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001580183,"about_ca_system_score_gemma":0.0001005184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001894013,"about_ca_topic_score_gemma":0.00003041156,"domain_scores_codex":[0.9981137,0.0001143886,0.0003033536,0.000300876,0.0007066529,0.0004610598],"domain_scores_gemma":[0.9932926,0.00009909084,0.0001375698,0.0002575267,0.006111957,0.0001012276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06228819,0.0002793632,0.8919147,0.0008708301,0.0001481577,0.0001925352,0.001195251,0.0000295081,0.02517558,0.00001178808,0.0003936861,0.01750038],"study_design_scores_gemma":[0.0008592861,0.01025962,0.9542506,0.0007440274,0.0000394727,0.00001832704,0.003994628,0.001512898,0.02817821,0.00001490334,0.000003189619,0.0001248014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980652,0.00005124654,0.00001731105,0.001018346,0.00005732654,0.000661871,0.00001725922,0.00004420278,0.00006721599],"genre_scores_gemma":[0.9991865,0.00001007589,0.00003601,0.0006079106,0.00007092114,0.0000221542,0.00002106568,0.0000322444,0.00001315286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06233591,"threshold_uncertainty_score":0.5019281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1156645287331727,"score_gpt":0.3989602012942768,"score_spread":0.2832956725611041,"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."}}