{"id":"W2799590733","doi":"10.1371/journal.pone.0196631","title":"Initial evaluation of thyroid dysfunction - Are simultaneous TSH and fT4 tests necessary?","year":2018,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Thyroid Disorders and Treatments","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Medicine; Reference range; Population; Outlier; Thyroid function; Thyroid dysfunction; Thyroid; Thyroid function tests; Internal medicine; Statistics; Mathematics","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":[0.0001218115,0.00009211811,0.0001997001,0.00006317264,0.00005507523,0.000007508414,0.00002304461,0.00006123776,0.0001918616],"category_scores_gemma":[0.0004368461,0.00007946497,0.00002097326,0.0001018388,0.00007944857,0.00006381318,0.00001820314,0.00005411574,0.0000426341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003074797,"about_ca_system_score_gemma":0.0000423554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004867562,"about_ca_topic_score_gemma":0.00007425767,"domain_scores_codex":[0.9990677,0.00003471386,0.0001469037,0.0001750208,0.0004650532,0.0001106101],"domain_scores_gemma":[0.9991891,0.00006488739,0.00008822857,0.0001690398,0.0004260847,0.0000626932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003520676,0.02163879,0.6200256,0.0007018978,0.002588108,0.0001059283,0.002831339,0.00002480898,0.2496862,0.00008854223,0.001932387,0.09685572],"study_design_scores_gemma":[0.03547049,0.01305597,0.7152169,0.001333468,0.008740338,0.00006575467,0.001532568,0.03509147,0.184591,0.004176639,0.0001140977,0.000611312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948773,0.0008851099,0.00001125361,0.000179703,0.00003858722,0.0004324568,0.00001449185,0.00003354931,0.003527592],"genre_scores_gemma":[0.9991274,0.00006181041,0.000281828,0.0001028398,0.0001733824,0.00001864661,0.00004054831,0.00001414477,0.0001793673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09624442,"threshold_uncertainty_score":0.3240488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06444594520391825,"score_gpt":0.3047357878889098,"score_spread":0.2402898426849915,"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."}}