{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001159414,0.0003758915,0.0005216562,0.002236345,0.0002303105,0.0007651584,0.0005073775,0.001070978,0.001267253],"category_scores_gemma":[0.001694018,0.0002346378,0.0002509072,0.0007627702,0.0005744179,0.0009038045,0.0005013745,0.0007427764,0.0006228316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000385782,"about_ca_system_score_gemma":0.0002741003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001433915,"about_ca_topic_score_gemma":0.002487329,"domain_scores_codex":[0.9993457,0.0002430007,0.00005173157,0.00008410294,0.0002089438,0.00006656048],"domain_scores_gemma":[0.9995307,0.0001960301,0.00009373866,0.00001459825,0.0001189708,0.00004606844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005856448,0.0002701865,0.3284076,0.002213973,0.0001080396,0.007930581,0.001070798,0.0006316805,0.1255344,0.002199044,0.005964179,0.5250838],"study_design_scores_gemma":[0.00005796269,0.001992673,0.7075239,0.002933344,0.0004307857,0.09174114,0.002911285,0.007029363,0.09236915,0.004143327,0.08870934,0.0001576987],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3523462,0.5441236,0.05747552,0.003842818,0.0006873287,0.0003460225,0.0006884788,0.0006837891,0.03980618],"genre_scores_gemma":[0.7640401,0.1621365,0.0641492,0.001399862,0.0007463727,0.000179158,0.0003174541,0.00005012612,0.006981267],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002236345,"threshold_uncertainty_score":0.006131649,"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."}}