{"id":"W4292583104","doi":"10.2217/cer-2022-0074","title":"Clinical manifestations and healthcare utilization before diagnosis of transthyretin amyloidosis","year":2022,"lang":"en","type":"article","venue":"Journal of Comparative Effectiveness Research","topic":"Amyloidosis: Diagnosis, Treatment, Outcomes","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Transthyretin; Amyloidosis; Comorbidity; Demographics; Pediatrics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003176396,0.0001555543,0.0005175835,0.0002877227,0.0003402121,0.00002071949,0.0002711846,0.00008536378,0.00004880186],"category_scores_gemma":[0.000325335,0.0001388218,0.0002153694,0.0004149577,0.0003416195,0.00001722248,0.0001780281,0.0004820091,0.000001226979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001153876,"about_ca_system_score_gemma":0.0003102827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004709248,"about_ca_topic_score_gemma":0.00006652684,"domain_scores_codex":[0.9939511,0.004220076,0.0006343691,0.0002887114,0.0006487641,0.000256999],"domain_scores_gemma":[0.9971102,0.001284234,0.0003699826,0.0002109447,0.0008709285,0.0001537418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001129571,0.0009231315,0.9821343,0.0001363564,0.0003862419,0.00002484051,0.0008378415,0.0004023922,0.005636255,0.000543339,0.0006757673,0.007169946],"study_design_scores_gemma":[0.002063661,0.007407838,0.9355983,0.0001040165,0.00006140414,0.0000681349,0.001939881,0.00006147767,0.04915364,0.0004409222,0.00296958,0.0001311463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942707,0.003622382,0.0006205823,0.0005884971,0.0001529047,0.0005870807,0.00008119321,0.000003199262,0.00007341218],"genre_scores_gemma":[0.9975677,0.001708562,0.0002597082,0.00003299314,0.00009502681,0.0002552093,0.00003721072,0.00001914274,0.00002442599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04653601,"threshold_uncertainty_score":0.5660988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1612373195103961,"score_gpt":0.4917790906481361,"score_spread":0.33054177113774,"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."}}