{"id":"W4394622714","doi":"10.1002/ppul.27008","title":"Weaning strategies for children on home invasive mechanical ventilation","year":2024,"lang":"en","type":"review","venue":"Pediatric Pulmonology","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Mahidol University","keywords":"Medicine; Weaning; Mechanical ventilation; Continuous positive airway pressure; Work of breathing; Airway; Fraction of inspired oxygen; Anesthesia; Intensive care medicine; Ventilation (architecture); Positive airway pressure; Pediatrics; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005523174,0.0004719419,0.001748553,0.001198598,0.0001016684,0.00005326447,0.000312865,0.0009198704,0.00008776171],"category_scores_gemma":[0.0006835536,0.0003721117,0.0005518389,0.0006981841,0.00005082574,0.00007204341,0.0001742851,0.001490447,0.001085095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004360985,"about_ca_system_score_gemma":0.003908002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000116131,"about_ca_topic_score_gemma":0.000006633041,"domain_scores_codex":[0.9969417,0.0001821141,0.0008463761,0.0008950076,0.000392932,0.000741866],"domain_scores_gemma":[0.9978515,0.0009521569,0.0002944258,0.0005066698,0.000116544,0.0002787157],"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":[0.000175962,0.00009715483,0.00001453796,0.06771581,0.0002090091,0.0002169205,0.00001466883,2.400239e-7,9.203813e-7,0.004062192,0.00302381,0.9244688],"study_design_scores_gemma":[0.000614415,0.0019925,0.00009256815,0.002774156,0.003589144,0.0003885888,0.00001501804,0.00001211297,0.000001204588,0.002928683,0.9871554,0.0004362037],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001833018,0.9949804,0.0001053112,0.0001424591,0.0008204247,0.003228694,0.0001478108,0.0001573786,0.0002342076],"genre_scores_gemma":[0.0002474372,0.9946184,0.0001988023,0.0001228516,0.003003016,0.0008452132,0.000494178,0.0001395338,0.0003306332],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9841316,"threshold_uncertainty_score":0.9998731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09913310807238052,"score_gpt":0.4282170193410174,"score_spread":0.3290839112686368,"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."}}