{"id":"W2806920696","doi":"10.1016/j.jcf.2018.05.001","title":"Back to the source – Modern insights into pulmonary exacerbations and lung function decline from CF registry data","year":2018,"lang":"en","type":"editorial","venue":"Journal of Cystic Fibrosis","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia; BC Children's Hospital","funders":"","keywords":"Medicine; Cystic fibrosis; Lung function; Intensive care medicine; Pulmonary function testing; Lung; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03775015,0.003592406,0.005820009,0.007367304,0.00263167,0.0130498,0.004789436,0.01757967,0.007537225],"category_scores_gemma":[0.1812251,0.002373502,0.003748992,0.003895294,0.004240419,0.01206822,0.003573625,0.03606828,0.00478447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003364362,"about_ca_system_score_gemma":0.006193762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002860609,"about_ca_topic_score_gemma":0.005864546,"domain_scores_codex":[0.9791546,0.006466893,0.00508392,0.002111254,0.006436685,0.0007465667],"domain_scores_gemma":[0.7892246,0.1598487,0.008472825,0.004472937,0.03181873,0.006162122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00008268966,0.00001598661,0.0002234223,0.0007852028,0.0001885814,0.0001417984,0.00007762621,0.00003038898,0.0000343391,0.0007736201,0.9863258,0.01132066],"study_design_scores_gemma":[0.0003129249,0.00006587252,0.002169714,0.006105325,0.0007984472,0.0007095883,0.0003266537,0.0004425592,0.0001699936,0.006766092,0.9820063,0.0001266064],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00006265388,0.01961979,0.0002591034,0.08969741,0.8897411,0.00001399686,0.0001851278,0.00005518108,0.0003656268],"genre_scores_gemma":[0.0004230468,0.009496439,0.0001974202,0.0360783,0.9525557,0.00002102913,0.00007088202,0.00005565949,0.001101514],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03775015,"threshold_uncertainty_score":0.1996443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0169962495082417,"score_gpt":0.2971769019838448,"score_spread":0.2801806524756031,"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."}}