{"id":"W4406964095","doi":"10.1093/clinchem/hvaf002","title":"The Role of Laboratory Medicine in Improving Maternal Health Outcomes and Reducing Disparities","year":2025,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Health equity; Environmental health; Intensive care medicine; Public health; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009330997,0.00007382615,0.0003504171,0.00001265914,0.00005363302,0.000007698437,0.00008674422,0.00007222439,0.000008960716],"category_scores_gemma":[0.001219521,0.00004758169,0.00003750244,0.0000969795,0.0002951068,0.00002497271,0.00006624291,0.000279188,2.396065e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004360912,"about_ca_system_score_gemma":0.0002386709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006723948,"about_ca_topic_score_gemma":0.00002671677,"domain_scores_codex":[0.9989235,0.00002717462,0.000592249,0.0001654852,0.0001323996,0.0001591296],"domain_scores_gemma":[0.9991636,0.0003713336,0.0001304904,0.0001957411,0.00005691416,0.00008194603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008772391,0.00001447878,0.9811006,0.0002352289,0.00001679633,0.000003716455,0.00002735574,3.56157e-7,0.001657445,0.0001208951,0.000336604,0.01639878],"study_design_scores_gemma":[0.001318621,0.00009225326,0.9811414,0.001456436,0.00003127039,0.000005502433,0.001324231,0.0001616682,0.01177133,0.0007416583,0.001889507,0.00006616056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825348,0.008374621,0.000004099441,0.007046208,0.00008661996,0.00006847209,0.000003515381,0.00001193245,0.001869764],"genre_scores_gemma":[0.9979439,0.0005193718,0.00008753997,0.0009288145,0.00009216266,0.000004780215,0.000001800464,0.000003820946,0.0004178152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01633262,"threshold_uncertainty_score":0.1940325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03933855950565932,"score_gpt":0.4119970004728306,"score_spread":0.3726584409671712,"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."}}