{"id":"W3088630569","doi":"10.2196/21222","title":"Predictive Models for Neonatal Follow-Up Serum Bilirubin: Model Development and Validation","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Neonatal Health and Biochemistry","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Model validation; Medicine; Data science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008552942,0.001427549,0.001004123,0.001230815,0.0004206708,0.0009069575,0.001453588,0.0009590787,0.001240554],"category_scores_gemma":[0.01397399,0.0005213162,0.001176284,0.000680821,0.0003189663,0.0007702172,0.0009073663,0.001983352,0.0003869885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001775222,"about_ca_system_score_gemma":0.002129008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02582116,"about_ca_topic_score_gemma":0.01174602,"domain_scores_codex":[0.9985861,0.0007725932,0.0001130128,0.0002465518,0.0001768277,0.0001050816],"domain_scores_gemma":[0.9902422,0.007337617,0.0005685173,0.0002998013,0.00140893,0.0001429649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004067314,0.0003362123,0.03809928,0.0001130757,0.0002744134,0.00009723321,0.00007833896,0.9069125,0.0004647576,0.0004504842,0.001473197,0.05129373],"study_design_scores_gemma":[0.00001152149,0.00006262241,0.001570212,0.00001729838,0.00002157906,0.0000135076,0.00001151305,0.9976544,0.0002293547,0.000309849,0.00009265388,0.000005539297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7611123,0.002920174,0.2277372,0.001291952,0.000158347,0.00061361,0.00220787,0.001294282,0.002664293],"genre_scores_gemma":[0.9548373,0.000444874,0.04167636,0.0001162628,0.00003620968,0.0004186437,0.0016343,0.00002628303,0.0008096637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02582116,"threshold_uncertainty_score":0.05134171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03738379868470772,"score_gpt":0.3058971597757637,"score_spread":0.268513361091056,"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."}}