{"id":"W3195183128","doi":"10.1136/thoraxjnl-2021-217532","title":"Apples to apples? Comparative analyses of national CF registries","year":2021,"lang":"en","type":"letter","venue":"Thorax","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Medicine; Psychological intervention; Benchmarking; Cohort; Demography; Natural history; Population; Cohort effect; Cystic fibrosis; Cohort study; Lung function; Confounding; Health care; Family medicine; Comparative effectiveness research; Pediatrics; Gerontology; Environmental health; Internal medicine; Alternative medicine; Pathology; Lung; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002085506,0.0002769678,0.001009671,0.0003595972,0.00005445572,0.00003833411,0.0002462436,0.0002337292,0.0006298054],"category_scores_gemma":[0.0007546956,0.0002352058,0.0001918083,0.0006517126,0.0003180597,0.00005304114,0.0001498668,0.0008385137,0.0001022182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001682664,"about_ca_system_score_gemma":0.0007041907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000941577,"about_ca_topic_score_gemma":0.00002866659,"domain_scores_codex":[0.9970261,0.000132299,0.0004438625,0.0004647388,0.0015935,0.0003395235],"domain_scores_gemma":[0.9975603,0.000705306,0.0002100967,0.0004490995,0.0009564441,0.000118751],"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":[0.0001235072,0.0000432219,0.000109573,0.0006840541,0.0003100954,0.0001602858,0.0001606114,0.00003863236,0.01796112,0.00009981771,0.9801208,0.0001882259],"study_design_scores_gemma":[0.000316329,0.0001995262,0.0007490627,0.0006553574,0.0001129385,0.00004325658,0.0003021777,0.00001662214,0.03409475,0.0002912247,0.9629997,0.0002190414],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006012986,0.00821925,0.005298509,0.9429622,0.0003764944,0.002376341,0.002940115,0.0001576669,0.0316565],"genre_scores_gemma":[0.1715806,0.0006989352,0.137841,0.532065,0.01798773,0.001129561,0.03025866,0.0003458959,0.1080925],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4108971,"threshold_uncertainty_score":0.9591413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2301776056097176,"score_gpt":0.4765096690882213,"score_spread":0.2463320634785037,"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."}}