{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001965123,0.0001573794,0.0002629508,0.00003329241,0.00008871279,0.00001520945,0.00009720877,0.0002419139,0.00002766871],"category_scores_gemma":[0.0001598239,0.0001244294,0.00005139372,0.0001041423,0.00007654249,0.0002227592,0.00009368958,0.0002652327,0.00001022092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005745344,"about_ca_system_score_gemma":0.0007770634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.595406e-7,"about_ca_topic_score_gemma":5.442672e-7,"domain_scores_codex":[0.9983383,0.000005239946,0.0005847274,0.0001341546,0.0006466484,0.0002908676],"domain_scores_gemma":[0.9986692,0.00005447024,0.0001058711,0.0001137743,0.0001246169,0.0009320758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006629792,0.0004215186,0.001072025,0.03130169,0.0004019258,0.00005656951,0.1128492,0.0008951284,0.00033788,0.002371541,0.04045646,0.8032063],"study_design_scores_gemma":[0.003637811,0.0002834125,0.0000365959,0.0001967636,0.00003086475,0.00004116906,0.00165532,0.9783245,0.008716811,0.0003256971,0.006594521,0.0001565514],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7628759,0.0001457965,0.2289512,0.00485021,0.0001147917,0.001490232,0.0001294684,0.0001594362,0.001282997],"genre_scores_gemma":[0.9588986,0.00005537207,0.03125054,0.008679405,0.0002035802,0.0002016092,0.0004431989,0.00001976278,0.000247906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9774293,"threshold_uncertainty_score":0.5074082,"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."}}