{"id":"W4396666278","doi":"10.1377/hlthaff.2023.00742","title":"Extended Paid Maternity Leave Associated With Improved Maternal Mental Health In Hong Kong","year":2024,"lang":"en","type":"article","venue":"Health Affairs","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; Kelowna General Hospital","funders":"","keywords":"Mental health; Maternity leave; Maternal health; Medicine; Nursing; Environmental health; Psychology; Psychiatry; Population; Health services; Sick leave; Physical therapy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009853661,0.0003302977,0.0006565127,0.0002596065,0.0002024974,0.00006721503,0.0001119056,0.000117577,0.000183323],"category_scores_gemma":[0.00001983847,0.0002671175,0.00007993136,0.0003173448,0.00007056419,0.0001798198,0.00005674547,0.0006519851,0.00009132261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0013286,"about_ca_system_score_gemma":0.000896589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00188447,"about_ca_topic_score_gemma":0.0011832,"domain_scores_codex":[0.9968513,0.0002500665,0.0007986709,0.0005568196,0.0003960508,0.001147063],"domain_scores_gemma":[0.9987091,0.00005961339,0.000216346,0.0002800412,0.0000315074,0.0007033752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01532272,0.004678204,0.6786243,0.1535036,0.0009554338,0.004273033,0.02660618,0.00002388304,0.0008364223,0.002665184,0.01535178,0.09715926],"study_design_scores_gemma":[0.006530677,0.005728547,0.8922932,0.08351688,0.00003272635,0.0009456261,0.001439982,0.003261513,0.002409019,0.0002052586,0.002935383,0.0007012517],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485778,0.007581688,0.00005148285,0.03758484,0.001651696,0.00247463,0.0002799823,0.000602208,0.001195652],"genre_scores_gemma":[0.9936471,0.001068546,0.0002895804,0.002647162,0.0001411976,0.00007983306,0.0001552616,0.00007652029,0.001894829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2136689,"threshold_uncertainty_score":0.9999781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01580911920500894,"score_gpt":0.30315058734382,"score_spread":0.2873414681388111,"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."}}