{"id":"W3037380082","doi":"10.2196/20350","title":"Lung Function Variability in Children and Adolescents With and Without Asthma (LUV Study): Protocol for a Prospective, Nonrandomized, Clinical Trial","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asthma; Medicine; Spirometer; Exacerbation; Physical therapy; Lung function; Pulmonary function testing; Pediatrics; Asthma exacerbations; Spirometry; Internal medicine; Exhaled nitric oxide; Lung","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01604228,0.005397331,0.008915794,0.00152774,0.003016161,0.002760182,0.002468042,0.006367992,0.04539812],"category_scores_gemma":[0.01565655,0.002429745,0.002612809,0.001951789,0.002459914,0.00265283,0.001801683,0.005220076,0.01143234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002210858,"about_ca_system_score_gemma":0.009153589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00125234,"about_ca_topic_score_gemma":0.00207084,"domain_scores_codex":[0.9908761,0.005132607,0.0009366741,0.001060193,0.0009015401,0.001092773],"domain_scores_gemma":[0.9936353,0.001169635,0.001333019,0.001197576,0.001405707,0.001258844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.9393995,0.02316041,0.00171041,0.004862922,0.001018219,0.0002793882,0.000223452,0.001115051,0.001956162,0.001527208,0.009249721,0.01549753],"study_design_scores_gemma":[0.9230165,0.05435854,0.004052239,0.0009081129,0.0004631206,0.00007051116,0.000105484,0.001007367,0.0004952672,0.001230202,0.01421088,0.00008183252],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.008332864,0.0003661357,0.001346861,0.0002392058,0.0003232028,0.986871,0.001392514,0.0001107218,0.001017492],"genre_scores_gemma":[0.005355086,0.0001286434,0.001322199,0.0001970354,0.00007838661,0.9922266,0.0002322229,0.000007421747,0.0004522617],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04539812,"threshold_uncertainty_score":0.1518718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1297253739792122,"score_gpt":0.5350439641706144,"score_spread":0.4053185901914022,"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."}}