{"id":"W3118997956","doi":"10.1183/13993003.02881-2020","title":"Unsupervised phenotypic clustering for determining clinical status in children with cystic fibrosis","year":2021,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Hospital for Sick Children; University of Toronto; SickKids Foundation","funders":"Rosetrees Trust; Wellcome Trust; European Respiratory Society","keywords":"Exacerbation; Medicine; Cystic fibrosis; Cluster (spacecraft); Lung function; Disease; Intensive care medicine; Internal medicine; Lung; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001601688,0.0003882683,0.0004462698,0.002019613,0.0004361341,0.0006300209,0.0004812615,0.0004378953,0.0006785477],"category_scores_gemma":[0.008480214,0.0001411501,0.0003963836,0.001110497,0.0003300501,0.0003014533,0.000717,0.0004521044,0.0002348188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008702878,"about_ca_system_score_gemma":0.001241707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01907004,"about_ca_topic_score_gemma":0.02247857,"domain_scores_codex":[0.9987265,0.0005256996,0.0001193354,0.0002936501,0.0002378917,0.00009696055],"domain_scores_gemma":[0.9967958,0.001434582,0.0006021904,0.0002850427,0.0007126227,0.0001697234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004766405,0.0001234631,0.8833225,0.00009034577,0.0001599173,0.0001867422,0.0003650611,0.03540116,0.002267937,0.0004940713,0.002752533,0.07435957],"study_design_scores_gemma":[0.00004895134,0.0001812758,0.6398552,0.0000608176,0.00005911623,0.0005991755,0.0006479503,0.3526238,0.001724548,0.00239945,0.001752198,0.00004756224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9561446,0.0004243251,0.038511,0.000285458,0.00003129805,0.0002731114,0.002636994,0.0003329109,0.00136033],"genre_scores_gemma":[0.9701056,0.00006172978,0.02724813,0.00003531987,0.00001383972,0.0001002801,0.002212121,0.00001793163,0.0002050523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01907004,"threshold_uncertainty_score":0.03791803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04825416789233606,"score_gpt":0.3455572825262024,"score_spread":0.2973031146338663,"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."}}