{"id":"W4391137825","doi":"10.1080/03630242.2024.2308516","title":"Healthcare utilization before and during the COVID-19 pandemic among mothers and birthing parents with elevated levels of postpartum depression symptoms","year":2024,"lang":"en","type":"article","venue":"Women & Health","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research; Canada Research Chairs","keywords":"Medicine; Pandemic; Health care; Depression (economics); Mental health; Randomized controlled trial; Coronavirus disease 2019 (COVID-19); Intervention (counseling); Family medicine; Psychiatry; Disease","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":[],"consensus_categories":[],"category_scores_codex":[0.0005775886,0.0001774184,0.0003179428,0.0001266658,0.0003069236,0.00002965801,0.00005725346,0.00007872439,0.00002447094],"category_scores_gemma":[0.0000287238,0.0001110949,0.00001854451,0.0002077871,0.0001278731,0.0001191087,0.0000497382,0.0002777101,9.018201e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003737911,"about_ca_system_score_gemma":0.0003424567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007897168,"about_ca_topic_score_gemma":0.0002446496,"domain_scores_codex":[0.9983835,0.0001485981,0.0003983607,0.0003440016,0.0002787182,0.0004468557],"domain_scores_gemma":[0.9989629,0.0000804977,0.0001628043,0.0002051862,0.00003119111,0.0005574188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000469573,0.00002265428,0.9529295,0.02402449,0.00003628572,0.00001891759,0.01886488,0.00000578464,0.00005667823,0.00006446065,0.000002828122,0.003503962],"study_design_scores_gemma":[0.001243751,0.0009560481,0.983332,0.01096195,0.00001838899,0.0003801043,0.001984413,0.0004720224,0.0001959764,0.0001370574,0.0001995825,0.0001186921],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908428,0.005684043,0.0000446326,0.002233455,0.0001244815,0.0008658938,0.00006128705,0.0001299148,0.00001350349],"genre_scores_gemma":[0.9963406,0.001551148,0.00002543241,0.001712333,0.00004482139,0.00006015583,0.00001646055,0.00003388641,0.0002152094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03040253,"threshold_uncertainty_score":0.4530319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0345843040685917,"score_gpt":0.3326031450199133,"score_spread":0.2980188409513216,"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."}}