{"id":"W2790146762","doi":"10.1513/annalsats.201707-527oc","title":"Whole Blood Gene Expression Profiling Predicts Severe Morbidity and Mortality in Cystic Fibrosis: A 5-Year Follow-Up Study","year":2018,"lang":"en","type":"article","venue":"Annals of the American Thoracic Society","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Cystic fibrosis; Gene expression profiling; Internal medicine; Gene expression; Intensive care medicine; Gene; Emergency medicine; Genetics","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":[0.0008570118,0.0003238849,0.0005069526,0.0005573799,0.0005111073,0.000476211,0.0002846677,0.0007481795,0.0005062765],"category_scores_gemma":[0.001192308,0.0001755915,0.0004733219,0.000463209,0.0003704766,0.0003917844,0.0003162505,0.0005691566,0.0001638564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003707187,"about_ca_system_score_gemma":0.0003467381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002729085,"about_ca_topic_score_gemma":0.002271077,"domain_scores_codex":[0.9996701,0.00008345484,0.00001847945,0.00009842635,0.0000670333,0.00006237712],"domain_scores_gemma":[0.9992135,0.0001150913,0.0002054974,0.00008973091,0.000143425,0.0002328277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001282183,0.0002469019,0.9929443,0.000008857798,0.000117399,0.0001117834,0.00006808433,0.0001311411,0.00305,0.000008456622,0.0001117846,0.001919121],"study_design_scores_gemma":[0.00001559198,0.0004166751,0.9989043,0.000001980879,0.00003904728,0.00007115207,0.00003526255,0.0002403305,0.000198345,0.00001017377,0.00006357643,0.000003480913],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994985,0.00008595319,0.0001227911,0.00002075341,0.000003372766,0.00001421513,0.000171231,0.000003066186,0.00008001966],"genre_scores_gemma":[0.9990458,0.00004458937,0.0001667338,0.00002741905,0.000007738575,0.0000210322,0.0005472961,0.000001487887,0.0001379071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002729085,"threshold_uncertainty_score":0.005426347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07468783945078616,"score_gpt":0.4096461324624234,"score_spread":0.3349582930116372,"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."}}