{"id":"W7117743001","doi":"10.6084/m9.figshare.30969210","title":"Additional file 1 of Enhancing TSH-based congenital hypothyroidism screening using machine learning and resampling algorithms","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Thyroid Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Resampling; Statistical classification; Congenital hypothyroidism; Pattern recognition (psychology)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001364721,0.001186142,0.001013189,0.001866309,0.0004406644,0.001372416,0.001955176,0.001436253,0.8745354],"category_scores_gemma":[0.02946154,0.0006061126,0.001027931,0.001422114,0.000205866,0.0009801291,0.0008701074,0.0006538729,0.2384191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006924434,"about_ca_system_score_gemma":0.000944705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003470983,"about_ca_topic_score_gemma":0.008849232,"domain_scores_codex":[0.999455,0.000130379,0.00007260912,0.0001417378,0.0001414739,0.00005890511],"domain_scores_gemma":[0.9822258,0.01488708,0.0003632326,0.0008594214,0.00144203,0.0002223957],"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":[0.0004886934,0.0001579548,0.001386561,0.002565647,0.00008176136,0.00009748658,0.00002538425,0.002092769,0.0003187886,0.000969145,0.9598702,0.0319456],"study_design_scores_gemma":[0.009464131,0.0006953344,0.01915938,0.002959049,0.0003761674,0.001158495,0.0001916617,0.03767381,0.006238417,0.0332194,0.888555,0.0003091259],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0005747384,0.0001009591,0.003349377,0.0002033815,0.0001351999,0.0001752574,0.9899297,0.003003857,0.002527553],"genre_scores_gemma":[0.01939257,0.0003607093,0.04453622,0.001512965,0.0003770944,0.002220707,0.9036179,0.006174512,0.02180722],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1254646,"threshold_uncertainty_score":0.1789599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03158763633830552,"score_gpt":0.2822890730187891,"score_spread":0.2507014366804836,"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."}}