{"id":"W2790911941","doi":"10.1371/journal.pone.0192111","title":"Longitudinal changes in clinical characteristics and outcomes for children using long-term non-invasive ventilation","year":2018,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; Stollery Children's Hospital; Children's Hospital of Eastern Ontario; University of Calgary; University of Ottawa; Women and Children’s Health Research Institute; University of Alberta","funders":"University of Alberta; Health Research Board; Children's Hospital Foundation; Stollery Children’s Hospital Foundation; Women and Children's Health Research Institute; Children's Health Research Institute; Alberta Health Services","keywords":"Medicine; Polysomnography; Discontinuation; Pediatrics; Incidence (geometry); Retrospective cohort study; Cohort; Ventilation (architecture); Internal medicine; Apnea","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0014646,0.00023963,0.0003496452,0.001135153,0.000334643,0.0006550905,0.0004001721,0.0003864073,0.0009852791],"category_scores_gemma":[0.003990587,0.0002097839,0.0005675934,0.001227945,0.0001936224,0.0009798771,0.0005541297,0.000679073,0.0001882835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005525282,"about_ca_system_score_gemma":0.0006775096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008490199,"about_ca_topic_score_gemma":0.009017019,"domain_scores_codex":[0.9992468,0.0001307608,0.0001073714,0.0001960891,0.0001386609,0.0001803238],"domain_scores_gemma":[0.9953225,0.0004648231,0.003056209,0.0001503283,0.0005650108,0.0004411147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002668986,0.000008501637,0.9994282,0.000005791032,0.00002215769,0.00001276511,0.00002523414,0.00001833356,0.00002805036,0.000004724087,0.00003770009,0.000381911],"study_design_scores_gemma":[0.000001497831,0.0000498644,0.9996122,0.000007530869,0.00001086446,0.00008384456,0.00008332983,0.00004796538,0.00002137366,0.000003885943,0.00007601688,0.000001712265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966087,0.0005186154,0.0001513713,0.00005709059,0.000008016666,0.00001388983,0.0023376,0.000006780971,0.0002979498],"genre_scores_gemma":[0.9962744,0.0002691477,0.0002131444,0.00002468069,0.00001539735,0.00002781962,0.003064931,0.000003347461,0.0001072702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008490199,"threshold_uncertainty_score":0.01688159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1326837135703314,"score_gpt":0.3564175273157806,"score_spread":0.2237338137454492,"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."}}