{"id":"W6940058089","doi":"10.6084/m9.figshare.c.6914098.v1","title":"Can we more precisely classify exposure to antenatal depression and anxiety in multivariable prediction models of pregnancy and birth outcomes: a population-based cohort study","year":2023,"lang":"en","type":"other","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Mental health; Anxiety; Pregnancy; Longitudinal study; Predictive power; Postpartum depression; Postpartum period; Cohort study","routes":{"ca_aff":true,"ca_fund":false,"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":[0.04300462,0.001348338,0.001434158,0.002282662,0.001141702,0.00525472,0.002785739,0.00245694,0.001750868],"category_scores_gemma":[0.08746745,0.0009917803,0.004095846,0.002509981,0.0009724096,0.002471716,0.002366944,0.003535799,0.0006195806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007578525,"about_ca_system_score_gemma":0.0023744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04164926,"about_ca_topic_score_gemma":0.04472639,"domain_scores_codex":[0.9893638,0.007238816,0.0006583952,0.001710618,0.0004879262,0.000540454],"domain_scores_gemma":[0.9542675,0.01977313,0.005063699,0.01620258,0.003185051,0.001508008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001967846,0.0001189618,0.9901563,0.0000256869,0.002065925,0.00004919864,0.0002364733,0.001173632,0.0001326706,0.0003081283,0.001150739,0.004385521],"study_design_scores_gemma":[0.0003582978,0.0005499914,0.922971,0.0002458656,0.003633816,0.0003025577,0.001288137,0.05905867,0.0005411052,0.004953519,0.005940595,0.0001565799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9495099,0.001532199,0.0353799,0.003586939,0.0007105781,0.000290384,0.007192644,0.0001777703,0.001619778],"genre_scores_gemma":[0.9790989,0.0003850808,0.01387449,0.0009786232,0.000248781,0.0002286468,0.004626951,0.00005212262,0.0005066036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04300462,"threshold_uncertainty_score":0.2274328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02456183783796874,"score_gpt":0.2426790932791822,"score_spread":0.2181172554412135,"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."}}