{"id":"W4401412505","doi":"10.1101/2024.08.08.24311553","title":"Patterns of antidepressant prescribing in and around pregnancy: a descriptive analysis in the UK Clinical Practice Research Datalink","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute","funders":"National Institute for Health and Care Research; Wellcome Trust","keywords":"Pregnancy; Discontinuation; Medicine; Antidepressant; Medical prescription; Obstetrics; Population; Psychiatry; Pediatrics; Anxiety; Nursing; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.002854033,0.0002945019,0.0008364804,0.004810499,0.0004896015,0.001277631,0.0007044838,0.000739869,0.002036582],"category_scores_gemma":[0.0215388,0.0007003773,0.0007852079,0.01221503,0.0004843733,0.001153436,0.001774113,0.0005446331,0.0006220411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00185507,"about_ca_system_score_gemma":0.001713041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03923783,"about_ca_topic_score_gemma":0.04110574,"domain_scores_codex":[0.9882929,0.003026898,0.00481074,0.001154885,0.002004297,0.0007103991],"domain_scores_gemma":[0.9692691,0.007622997,0.01783603,0.00129156,0.003025775,0.0009545463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000176055,0.0000205643,0.9927007,0.0003231785,0.000090434,0.000274159,0.001040709,0.00004495795,0.0001034496,0.00003789846,0.0008870841,0.004300903],"study_design_scores_gemma":[0.00002330313,0.00007610417,0.9971227,0.0001864635,0.00003946444,0.0005528139,0.0008559875,0.0001604214,0.0000429159,0.00001322543,0.0009159562,0.00001066067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765022,0.002067869,0.0003521358,0.00027155,0.000006899548,0.0002467563,0.01955985,0.00001763884,0.0009751819],"genre_scores_gemma":[0.9870293,0.001345376,0.0007132332,0.000188172,0.00001295157,0.0004954208,0.009818374,0.00001374765,0.0003835041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03923783,"threshold_uncertainty_score":0.0780189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1737365143863488,"score_gpt":0.457313019100512,"score_spread":0.2835765047141632,"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."}}