{"id":"W2888522550","doi":"10.1002/ppul.24145","title":"Respiratory health service utilization of children with neuromuscular disease","year":2018,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Neurogenetic and Muscular Disorders Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; Ontario Tech University; London Health Sciences Centre; Western University; University of Ottawa; West Park Healthcare Centre; Ottawa Hospital; Health Sciences Centre; SickKids Foundation; University of Toronto; Sunnybrook Health Science Centre","funders":"Muscular Dystrophy Canada","keywords":"Medicine; Pediatrics; Population; Cerebral palsy; Cohort; Neuromuscular disease; Respiratory disease; Guideline; Respiratory therapist; Respiratory system; Emergency medicine; Physical therapy; Disease; Intensive care medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001462285,0.0001186229,0.0002418698,0.0002365807,0.00007062543,0.000003755359,0.000125797,0.00005820349,0.00008160614],"category_scores_gemma":[0.00008475265,0.00009797071,0.00004866602,0.000671356,0.0001277347,0.00002945055,0.00006245069,0.0001342416,0.00004409781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001839745,"about_ca_system_score_gemma":0.0006285256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007902751,"about_ca_topic_score_gemma":0.00003282492,"domain_scores_codex":[0.998723,0.0001322627,0.0002313682,0.0003271981,0.0002688878,0.0003173283],"domain_scores_gemma":[0.9989229,0.00001849957,0.0001044002,0.0004468328,0.00024499,0.0002623096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004220687,0.0003203285,0.9881389,0.0001868703,0.00006079977,0.00002254334,0.00007868505,0.00000427254,0.0002323794,0.00009413468,0.001062426,0.009376654],"study_design_scores_gemma":[0.001184509,0.001310866,0.9939226,0.000006238561,0.0001279048,0.00003079652,0.00001349204,0.0000847918,0.0002354476,0.00003793874,0.002959793,0.00008564612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930069,0.003182868,0.0006670122,0.002180392,0.00005325692,0.000611384,0.000009150726,0.00004507492,0.0002439142],"genre_scores_gemma":[0.9957693,0.0008204196,0.0001827134,0.002791276,0.000311373,0.00002201603,0.00003434896,0.00002977004,0.00003874413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009291008,"threshold_uncertainty_score":0.399513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04062774158314515,"score_gpt":0.3234688085893017,"score_spread":0.2828410670061565,"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."}}