{"id":"W4320857743","doi":"10.1017/cjn.2023.23","title":"Factors Predicting Prolonged Mechanical Ventilation in Guillain–Barré Syndrome","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Peripheral Neuropathies and Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mechanical ventilation; Medicine; Guillain-Barre syndrome; Ventilation (architecture); Anesthesia; Compound muscle action potential; Risk factor; Median nerve; Internal medicine; Surgery; Electrophysiology; Pediatrics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003743839,0.0002980968,0.0005770773,0.00147248,0.001479713,0.0003205299,0.0009874607,0.0002089583,0.0001313738],"category_scores_gemma":[0.003930143,0.0001963871,0.0002559793,0.002729057,0.002475212,0.0007019119,0.00007050594,0.001276768,0.000004030825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000217223,"about_ca_system_score_gemma":0.00222793,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008681117,"about_ca_topic_score_gemma":0.0695577,"domain_scores_codex":[0.9957188,0.0006203918,0.0009385941,0.0005058689,0.0008477077,0.001368667],"domain_scores_gemma":[0.9971221,0.0003935981,0.0005085815,0.0001348157,0.0002405609,0.001600356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001113466,0.00002647556,0.9828073,0.00001057546,0.000008012304,0.01276051,0.0003577692,0.002375616,0.0001157446,0.0001293535,0.0003592969,0.0009379556],"study_design_scores_gemma":[0.0005643196,0.04343686,0.931432,0.00007529889,0.00002910002,0.01433177,0.0006707068,0.003893739,0.00006004984,0.004557024,0.0007236788,0.0002254368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940875,0.000287476,0.000005722804,0.003659192,0.001026881,0.0002155824,0.000005784926,0.00004281085,0.0006690171],"genre_scores_gemma":[0.9979181,0.0001644646,0.0002609846,0.001488361,0.0001233023,0.000002746913,7.400719e-7,0.00001420246,0.00002712337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06868958,"threshold_uncertainty_score":0.9998202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05228919591734021,"score_gpt":0.2841085202521132,"score_spread":0.231819324334773,"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."}}