{"id":"W4319826975","doi":"10.1038/s41598-023-29041-w","title":"Non-invasive estimation of hemoglobin, bilirubin and oxygen saturation of neonates simultaneously using whole optical spectrum analysis at point of care","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Neonatal Health and Biochemistry","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Parks Canada","funders":"Umm Al-Qura University; United Arab Emirates University","keywords":"Hemoglobin; Bilirubin; Jaundice; Oxygen saturation; Medicine; Anemia; Saturation (graph theory); Biomedical engineering; Blood sampling; Oxygen; Internal medicine; Chemistry; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003986295,0.0000906407,0.0003419635,0.0002663325,0.00007315454,0.00001036327,0.00003298418,0.00007678401,0.00002108546],"category_scores_gemma":[0.0003181584,0.00007629348,0.0001065942,0.001063008,0.0002495534,0.00004756239,0.00006245806,0.000051849,0.000001521926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007914092,"about_ca_system_score_gemma":0.0002491246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000116531,"about_ca_topic_score_gemma":0.00006222403,"domain_scores_codex":[0.9984283,0.000009393343,0.0006026673,0.0003642788,0.0004335406,0.0001617771],"domain_scores_gemma":[0.9987174,0.00006614916,0.000402535,0.0003761418,0.000324456,0.0001132684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001070202,0.00003573941,0.0125616,0.001675203,0.0000657069,0.0002289239,0.0007705655,0.003596046,0.9797106,0.000002612728,0.000101124,0.001144869],"study_design_scores_gemma":[0.000192702,0.00009530935,0.008080065,0.0001753527,0.0002675992,0.0001923443,0.0007894594,0.0225512,0.9673712,0.0002056946,0.00001307743,0.00006605536],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989479,0.0002450136,0.00005438951,0.0001346563,0.0002327758,0.0002703585,0.00002114322,0.00001469556,0.00007912851],"genre_scores_gemma":[0.9979995,0.000006734462,0.00122381,0.000005092784,0.00001535137,0.000001691114,0.0004594249,0.000006040221,0.0002823184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01895515,"threshold_uncertainty_score":0.3111158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009800826677077636,"score_gpt":0.2789323188928784,"score_spread":0.2691314922158007,"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."}}