{"id":"W3194256617","doi":"10.1515/jpem-2021-0366","title":"Comparing adolescent self staging of pubertal development with hormone biomarkers","year":2021,"lang":"en","type":"article","venue":"Journal of Pediatric Endocrinology and Metabolism","topic":"Hypothalamic control of reproductive hormones","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"National Institute of Environmental Health Sciences","keywords":"Pubic hair; Medicine; Breast development; Testosterone (patch); Hormone; Luteinizing hormone; Dehydroepiandrosterone sulfate; Internal medicine; Concordance; Sex hormone-binding globulin; Endocrinology; Bone age; Physiology; Androgen","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006385824,0.0002665854,0.0003872328,0.0008863748,0.0001972832,0.0006715453,0.000415033,0.0003488129,0.0009966509],"category_scores_gemma":[0.01463873,0.0002022503,0.0003736134,0.0008443962,0.0002587365,0.0003971856,0.0005365796,0.0003629181,0.0002209735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002283155,"about_ca_system_score_gemma":0.0002776982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001838982,"about_ca_topic_score_gemma":0.001986242,"domain_scores_codex":[0.9960175,0.002155171,0.0003873932,0.0006672697,0.0006283369,0.0001442564],"domain_scores_gemma":[0.9890541,0.004063093,0.004060877,0.001017098,0.001487441,0.000317401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001530506,0.00001545561,0.9973778,0.00001944939,0.0001206899,0.000007590206,0.00005947366,0.00004361352,0.0001355969,0.00002913914,0.00005695995,0.001981266],"study_design_scores_gemma":[0.00001265745,0.0002848975,0.998356,0.00001678129,0.00005814202,0.0001092455,0.00009055662,0.0003074443,0.0003097838,0.00002688253,0.0004243142,0.00000326277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961041,0.0008391577,0.001426025,0.00003330852,0.00002097635,0.0000594354,0.0007192771,0.000012009,0.0007857854],"genre_scores_gemma":[0.9971669,0.0002104355,0.001212863,0.0000351733,0.00001536697,0.00007122746,0.001016001,0.000008707115,0.0002633521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006385824,"threshold_uncertainty_score":0.03377181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01740186495650365,"score_gpt":0.243294547100171,"score_spread":0.2258926821436673,"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."}}