{"id":"W4320070369","doi":"10.2196/40463","title":"Iterative Development, Validation, and Certification of a Smartphone System to Assess Neonatal Jaundice: Development and Usability Study","year":2023,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Neonatal Health and Biochemistry","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Akershus Universitetssykehus; European Commission; Norges Teknisk-Naturvitenskapelige Universitet","keywords":"Usability; Jaundice; Medicine; Certification; Medical emergency; Pediatrics; Medical physics; Computer science; Surgery; Operating system","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":[0.0005919416,0.000111712,0.0001993957,0.0001210123,0.0001912769,0.00003575931,0.00003071269,0.00005149748,0.000002367948],"category_scores_gemma":[0.00008843902,0.00009968316,0.000009686474,0.0004093016,0.00002059283,0.00005125276,0.0001006239,0.00008002445,0.000002817792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004251605,"about_ca_system_score_gemma":0.0001569629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001504689,"about_ca_topic_score_gemma":0.000009330877,"domain_scores_codex":[0.9988428,0.00002828594,0.0004215635,0.0003059266,0.0002270399,0.0001743273],"domain_scores_gemma":[0.9993357,0.000103546,0.0001318347,0.00009718422,0.0001451879,0.0001865152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006048834,0.00007664575,0.9553513,0.002712703,0.00001387216,0.00000612713,0.005996995,3.005942e-7,0.0005578516,0.000005491743,0.00005040029,0.03516786],"study_design_scores_gemma":[0.0006216172,0.00008427547,0.9866122,0.00009983746,0.00002741788,0.00001435416,0.00535186,0.00009324012,0.006333002,0.000001763841,0.0006375371,0.0001229214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988379,0.0002015421,0.00008122484,0.00005690305,0.00006110875,0.0006728882,0.00001137956,0.0000373746,0.00003968303],"genre_scores_gemma":[0.9985603,0.00001821187,0.001016733,0.00001285627,0.00007586907,0.0000942306,0.0001069401,0.000007646664,0.0001072115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03504494,"threshold_uncertainty_score":0.4064961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05811529683979074,"score_gpt":0.3443561477607468,"score_spread":0.2862408509209561,"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."}}