{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002513461,0.0003960374,0.0002413444,0.0007885078,0.0003855322,0.0005298294,0.0002567821,0.0002097869,0.0009593131],"category_scores_gemma":[0.0007855555,0.0001181566,0.000117168,0.00112397,0.0002043005,0.00007368249,0.0002560125,0.0002516797,0.000110566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009685903,"about_ca_system_score_gemma":0.0006999396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05292815,"about_ca_topic_score_gemma":0.08366533,"domain_scores_codex":[0.9998209,0.00003753141,0.00001124744,0.00003513455,0.00005323282,0.00004202068],"domain_scores_gemma":[0.999745,0.00003829152,0.0001168081,0.00001401016,0.00005266853,0.00003331299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007660054,0.00005582484,0.9648061,0.0001365388,0.0001234911,0.0005027056,0.0003672621,0.0001446057,0.01191109,0.0001061407,0.0005667265,0.02051361],"study_design_scores_gemma":[0.000004338597,0.00006604751,0.997303,0.00001954279,0.00003087241,0.0003139795,0.0001077324,0.0001040082,0.001286245,0.00004001898,0.0007204029,0.000003790643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987507,0.004473106,0.0006223855,0.0001200371,0.0000187216,0.00005519989,0.003536312,0.00003451601,0.003632715],"genre_scores_gemma":[0.9943548,0.001741929,0.001212783,0.0000625062,0.000007347699,0.00004379304,0.001218742,0.000004700895,0.001353312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05292815,"threshold_uncertainty_score":0.1052402,"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."}}