{"id":"W4234401998","doi":"10.1007/978-3-642-29613-0_254","title":"Mechanical Ventilation, Weaning","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Weaning; Mechanical ventilation; Ventilation (architecture); Medicine; Anesthesia; Internal medicine; Engineering; Mechanical engineering","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":[0.0003115575,0.0008933243,0.0005458145,0.001059356,0.0007704943,0.00201705,0.0007229094,0.001550178,0.05363693],"category_scores_gemma":[0.0009749393,0.0002341285,0.000328423,0.0007328993,0.001076855,0.002552762,0.00201088,0.002932454,0.02543824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008766576,"about_ca_system_score_gemma":0.001074953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001151488,"about_ca_topic_score_gemma":0.004454764,"domain_scores_codex":[0.9998366,0.00003435024,0.000008049812,0.00002745407,0.00007926377,0.00001420731],"domain_scores_gemma":[0.9998866,0.00005226357,0.000006024356,0.00001099996,0.00002308123,0.00002086089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002016932,0.00006001313,0.00006818738,0.0005411894,0.000006328668,0.0001567748,0.0003919335,0.0004099339,0.0007423369,0.07714134,0.4666186,0.4538431],"study_design_scores_gemma":[0.000003321905,0.00001154269,0.0001135561,0.0003132765,0.000002161556,0.0002594037,0.00005228027,0.00006991305,0.00005629529,0.01726784,0.9818459,0.000004481479],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007071515,0.1529316,0.007758389,0.009232678,0.01299585,0.00006827222,0.0001897522,0.0002379717,0.8158783],"genre_scores_gemma":[0.004732169,0.06883004,0.003855264,0.007407238,0.005553569,0.00009940386,0.0001897571,0.0001614026,0.9091712],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05363693,"threshold_uncertainty_score":0.1794334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07765713717219902,"score_gpt":0.3011692635873754,"score_spread":0.2235121264151764,"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."}}