{"id":"W4313260387","doi":"10.3390/metabo13010024","title":"Maternal Metabolites Indicative of Mental Health Status during Pregnancy","year":2022,"lang":"en","type":"article","venue":"Metabolites","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; Alberta Children's Hospital Foundation; Children's Hospital Foundation","keywords":"Anxiety; Pregnancy; Mental health; Medicine; Depression (economics); Internal medicine; Cohort; Gestation; Obstetrics; Physiology; Psychiatry; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002331762,0.0002251934,0.000648281,0.0002637865,0.0003862333,0.00001195707,0.0001742381,0.00002971177,0.001445064],"category_scores_gemma":[0.00004226926,0.0002043332,0.0001481089,0.0003055513,0.00008673034,0.0001137221,0.0002503807,0.000311665,0.00002031035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001470349,"about_ca_system_score_gemma":0.0001930809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004576635,"about_ca_topic_score_gemma":0.000003611066,"domain_scores_codex":[0.9974306,0.0002600436,0.0006750991,0.0003443566,0.0006293737,0.0006605051],"domain_scores_gemma":[0.9984481,0.00003803598,0.0007958741,0.0003450346,0.00004394426,0.0003290513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001066123,0.0006997974,0.9657036,0.005271392,0.0002555418,0.00004107475,0.006104863,0.000004548888,0.01410533,0.003523652,0.00006016659,0.003163888],"study_design_scores_gemma":[0.002033594,0.0004118054,0.8124498,0.001352847,0.00005873759,0.0001703478,0.0004570569,0.000008656983,0.175868,0.0001939551,0.006826043,0.0001692029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9288969,0.06747875,0.000003434317,0.000717532,0.0004974556,0.0007932897,0.0007291363,0.00007324473,0.000810266],"genre_scores_gemma":[0.9930668,0.002595133,0.001032529,0.0003088399,0.00007190395,0.0001942287,0.0001189899,0.0000378755,0.002573639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1617626,"threshold_uncertainty_score":0.9994677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01684252601362995,"score_gpt":0.2999138658800874,"score_spread":0.2830713398664575,"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."}}