{"id":"W4293312551","doi":"10.1016/b978-0-323-91532-8.00015-x","title":"Noninvasive and invasive mechanical ventilation for neurologic disorders","year":2022,"lang":"en","type":"review","venue":"Handbook of clinical neurology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Mechanical ventilation; Amyotrophic lateral sclerosis; Neuromuscular disease; Ventilation (architecture); Intensive care medicine; Respiratory failure; Airway; Anesthesia; Disease; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006538545,0.001541238,0.002175439,0.004250994,0.0002716175,0.001359716,0.001309328,0.001194101,0.007444633],"category_scores_gemma":[0.001131137,0.000322741,0.0007040204,0.003833588,0.0006046388,0.001690399,0.001017937,0.002135541,0.004600202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006248977,"about_ca_system_score_gemma":0.001441557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001652855,"about_ca_topic_score_gemma":0.004096438,"domain_scores_codex":[0.9997029,0.00004765075,0.00005280416,0.00004354365,0.0001290483,0.00002410299],"domain_scores_gemma":[0.9995294,0.0002483043,0.00006988666,0.00001198565,0.0001009537,0.00003952549],"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":[0.00005591012,0.00007277937,0.0000823635,0.01839722,0.0000677757,0.0001119204,0.00002778439,0.0002489481,0.0007071765,0.001733589,0.05668513,0.9218094],"study_design_scores_gemma":[0.00004642367,0.0001227569,0.001036019,0.01217179,0.0001597043,0.001251517,0.00004924513,0.0001347626,0.0001662592,0.002113833,0.9827172,0.00003045721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002799846,0.9984823,0.0001254236,0.000117452,0.0003228409,0.000005917218,0.00002097072,0.000008602952,0.0008884605],"genre_scores_gemma":[0.0002148457,0.9976498,0.0003438031,0.0002403713,0.0005130771,0.000008736915,0.00005218138,0.000002498653,0.0009746809],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007444633,"threshold_uncertainty_score":0.02490473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.205911143587936,"score_gpt":0.4459047620649156,"score_spread":0.2399936184769797,"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."}}