{"id":"W2753801238","doi":"10.1016/j.jcf.2017.08.006","title":"A first step to STOP cystic fibrosis exacerbations","year":2017,"lang":"en","type":"letter","venue":"Journal of Cystic Fibrosis","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Cystic fibrosis; Medicine; Intensive care medicine; 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":[0.001888861,0.0008362959,0.001303633,0.0006809796,0.005713002,0.003739854,0.001222543,0.06896208,0.01557546],"category_scores_gemma":[0.0237291,0.0004985679,0.002001957,0.0003621636,0.003017185,0.004849403,0.002957721,0.05740265,0.006919282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003434937,"about_ca_system_score_gemma":0.003485121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001646298,"about_ca_topic_score_gemma":0.00392355,"domain_scores_codex":[0.9975159,0.0007079314,0.0003540145,0.0002429806,0.0006746514,0.0005046123],"domain_scores_gemma":[0.992834,0.00297905,0.0005259311,0.0002490995,0.0008110719,0.00260084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005797072,0.0001303866,0.001692258,0.00008255188,0.00003815866,0.01429438,0.0001893416,0.0001387341,0.0003058779,0.00655037,0.9619519,0.01456813],"study_design_scores_gemma":[0.0004035397,0.0002960956,0.002790634,0.001621613,0.00008715372,0.02724315,0.001350258,0.000975928,0.0003790561,0.03838577,0.9263198,0.0001468802],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0004755787,0.001346868,0.00008728074,0.9775121,0.01745764,0.000008175129,0.00001257802,0.00001593734,0.003083849],"genre_scores_gemma":[0.006865529,0.00168268,0.0003580401,0.9107714,0.07080312,0.00003137226,0.000036444,0.0000215596,0.009429805],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.06896208,"threshold_uncertainty_score":0.05210513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02286245590077574,"score_gpt":0.3126364921667528,"score_spread":0.2897740362659771,"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."}}