{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02964002,0.001098464,0.0007850316,0.001169664,0.0006009549,0.001037942,0.001328079,0.0009889803,0.0009889218],"category_scores_gemma":[0.04153757,0.0006064704,0.001400062,0.0003419102,0.0009469544,0.001316985,0.001958305,0.0006848188,0.0004610318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009000135,"about_ca_system_score_gemma":0.001481088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008712847,"about_ca_topic_score_gemma":0.001445001,"domain_scores_codex":[0.9861751,0.008540185,0.001607895,0.001238414,0.001892499,0.0005460161],"domain_scores_gemma":[0.9614922,0.02227922,0.001466031,0.002573869,0.01130152,0.0008872314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004233902,0.01911033,0.2653752,0.006219052,0.001262426,0.002769354,0.05576207,0.007647445,0.1047417,0.001146191,0.004855093,0.5268773],"study_design_scores_gemma":[0.002642679,0.1200669,0.5643724,0.003551551,0.003220244,0.007438689,0.02385651,0.084033,0.1439227,0.001509503,0.04431524,0.001070634],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9699029,0.0002085189,0.02317961,0.0001109977,0.00003379514,0.005232949,0.00009526427,0.000319874,0.0009161725],"genre_scores_gemma":[0.8172584,0.0004013408,0.1751882,0.0002549944,0.00002993593,0.005016854,0.0005129959,0.0001097625,0.001227511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02964002,"threshold_uncertainty_score":0.1567533,"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."}}