{"id":"W2132023237","doi":"10.1136/archdischild-2012-303062","title":"Long-term ventilation in children: longitudinal trends and outcomes","year":2013,"lang":"en","type":"article","venue":"Archives of Disease in Childhood","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":142,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Children's Hospital","funders":"","keywords":"Medicine; Incidence (geometry); Cohort; Pediatrics; Population; Ventilation (architecture); Referral; Cohort study; Emergency medicine; Internal medicine; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.0000419241,0.0001357879,0.0002657046,0.000434645,0.00001847059,0.0000106627,0.00006702032,0.00002873583,0.0001644781],"category_scores_gemma":[0.00002914388,0.0001160397,0.00009405256,0.0001316341,0.00006693297,0.0001336987,0.00004864815,0.0001123604,0.000006788031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006933361,"about_ca_system_score_gemma":0.00004663768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003782446,"about_ca_topic_score_gemma":0.00002286594,"domain_scores_codex":[0.9990984,0.00002554151,0.0002916387,0.0002430573,0.0001462737,0.000195101],"domain_scores_gemma":[0.9994676,0.00003377863,0.00006821708,0.0002191926,0.000007688019,0.0002035274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008379603,0.0005088897,0.946477,0.00003670375,0.00003140519,0.00001659649,0.0002399482,0.000002462614,0.0002196744,0.00008049531,0.000005767877,0.05229727],"study_design_scores_gemma":[0.002126993,0.0001314265,0.9962783,0.0001671995,0.00004444667,0.000005001499,0.00001110595,0.00002717548,0.0002425191,0.0008605286,0.000002000696,0.0001032518],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985222,0.0002929637,0.00002333552,0.0002935802,0.00002826846,0.0003461562,0.0000111562,0.00001562963,0.0004666864],"genre_scores_gemma":[0.999393,0.00004113818,0.000211612,0.00009192015,0.00003167114,0.00003131594,0.00007565931,0.00001444307,0.0001091964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05219402,"threshold_uncertainty_score":0.4731961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00948356658161111,"score_gpt":0.2623680784937973,"score_spread":0.2528845119121862,"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."}}