{"id":"W3129888088","doi":"10.4314/ejhs.v31i1.7","title":"Neonatal Hyperbilirubinemia treatment by Locally Made Low-Cost Phototherapy Units","year":2021,"lang":"en","type":"article","venue":"Ethiopian Journal of Health Sciences","topic":"Neonatal Health and Biochemistry","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grand Challenges Canada","keywords":"Medicine; Jaundice; ABO incompatibility; Exchange transfusion; Unconjugated hyperbilirubinemia; Pediatrics; Bilirubin; Sepsis; Serum bilirubin; Hemolysis; Internal medicine; ABO blood group system","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001178515,0.000176115,0.0004784119,0.00009066992,0.0003288997,0.00003694631,0.0001943399,0.0001085316,0.0002760619],"category_scores_gemma":[0.0001616258,0.0001205615,0.0001071217,0.0006806488,0.0003217248,0.0001208301,0.00001726633,0.0004223689,0.00001227629],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002879846,"about_ca_system_score_gemma":0.007999212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000900002,"about_ca_topic_score_gemma":0.00002363806,"domain_scores_codex":[0.9975951,0.000123996,0.0007714115,0.0002733627,0.0007078119,0.0005283194],"domain_scores_gemma":[0.9981393,0.0001252897,0.0004174779,0.0001780088,0.0004025542,0.0007373409],"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":[0.001093521,0.0009698665,0.01824797,0.001588545,0.0001114368,0.001730927,0.003257244,0.00001887181,0.06622697,0.0001514916,0.02598361,0.8806195],"study_design_scores_gemma":[0.01068965,0.00939892,0.007922669,0.002630447,0.00005432361,0.01346638,0.006479661,0.0001245008,0.5630218,0.0002756534,0.3853898,0.0005461194],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9149554,0.03006689,0.0002045034,0.05324142,0.0005653008,0.0002978288,0.00003693594,0.0000173947,0.0006142772],"genre_scores_gemma":[0.9646804,0.008304805,0.003950172,0.01920167,0.0005646858,0.000006959155,0.00003545943,0.00002167713,0.003234167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8800734,"threshold_uncertainty_score":0.9976245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03930169767961141,"score_gpt":0.3474444972973805,"score_spread":0.3081427996177691,"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."}}