{"id":"W4283364496","doi":"10.1016/j.jcf.2022.06.007","title":"Comparative analysis of respiratory symptom scores to detect acute respiratory events in children with cystic fibrosis","year":2022,"lang":"en","type":"article","venue":"Journal of Cystic Fibrosis","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Dalhousie University; Hospital for Sick Children; University of Toronto","funders":"Cystic Fibrosis Canada; National Children's Research Centre; Cystic Fibrosis Foundation","keywords":"Medicine; Cystic fibrosis; Respiratory system; Internal medicine; Predictive value; Observational study; Respiratory disease; Pediatrics; Lung","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001584331,0.0004350385,0.002077345,0.003648798,0.0002088914,0.00003037958,0.0006787233,0.00009165417,0.0003361593],"category_scores_gemma":[0.0008060978,0.0003568794,0.000552971,0.005313334,0.0002290212,0.0003075564,0.0003248301,0.0009077059,0.000009786295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008657155,"about_ca_system_score_gemma":0.0008538213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009817607,"about_ca_topic_score_gemma":0.0000791514,"domain_scores_codex":[0.9938035,0.0007341826,0.001709183,0.0005421942,0.002522584,0.0006883743],"domain_scores_gemma":[0.9958842,0.001041352,0.001123554,0.0007163326,0.0006565115,0.0005780527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01989928,0.0006893333,0.6605209,0.0001982375,0.008996721,0.0001966312,0.001333395,0.0462875,0.2587861,0.00002293541,0.001636098,0.001432881],"study_design_scores_gemma":[0.003977758,0.01236414,0.9629871,0.0006329686,0.0040686,0.0001954797,0.0004106872,0.00033834,0.01364436,0.00005837035,0.0009511768,0.0003709856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944046,0.002146284,0.001850716,0.0001103722,0.0001034758,0.0008959697,0.0003991215,0.0000230785,0.00006644412],"genre_scores_gemma":[0.98349,0.00001290681,0.01591977,0.0002586938,0.0001014934,0.00009019962,0.00002481305,0.00004839807,0.00005375516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3024663,"threshold_uncertainty_score":0.9998883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01871419415974928,"score_gpt":0.3212845257051848,"score_spread":0.3025703315454356,"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."}}