{"id":"W2273080774","doi":"10.1089/ped.2015.0568","title":"Assessment and Detection of Early Lung Disease in Cystic Fibrosis","year":2015,"lang":"en","type":"article","venue":"Pediatric Allergy Immunology and Pulmonology","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cystic fibrosis; Medicine; Disease; Modalities; Asymptomatic; Intensive care medicine; Lung; Lung disease; Newborn screening; Lung function; Therapeutic modalities; Pediatrics; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002403497,0.0001373806,0.0003522078,0.0003819816,0.00004210944,0.00000648492,0.00006859565,0.0001688515,0.00002124879],"category_scores_gemma":[0.0003790272,0.000127351,0.00002874567,0.0002546857,0.0002819434,0.00009757474,0.0001302107,0.0002990955,0.000004019597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008242771,"about_ca_system_score_gemma":0.0002274249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003387433,"about_ca_topic_score_gemma":0.00005299695,"domain_scores_codex":[0.9987896,0.0001633698,0.0003073066,0.0003007214,0.0001240883,0.0003149099],"domain_scores_gemma":[0.9991599,0.0002710111,0.00009961332,0.0002011354,0.0000932886,0.0001750901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002533828,0.0001711523,0.9818701,0.000136607,0.00009669388,0.00009074729,0.0001769573,0.00001968062,0.003968689,0.0005015203,0.00002624007,0.01040776],"study_design_scores_gemma":[0.00183841,0.001000717,0.994031,0.00001456574,0.00006216606,0.00006665471,0.00008791149,0.0008438394,0.00007947421,0.001368372,0.0005038003,0.0001031585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9680011,0.03034066,0.00072239,0.000384411,0.0001516776,0.0002352037,0.000006862613,0.00002447245,0.0001332458],"genre_scores_gemma":[0.9941452,0.004755456,0.0008404219,0.00001954625,0.00006756995,0.00007650226,0.00001137355,0.00001167063,0.0000723003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02614409,"threshold_uncertainty_score":0.5193223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01263808541558156,"score_gpt":0.2941685183934568,"score_spread":0.2815304329778753,"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."}}