{"id":"W4285265778","doi":"10.51520/2766-5240-28","title":"Covid-19 pandemic and postnatal depression, risk factors for postnatal depression","year":2022,"lang":"en","type":"article","venue":"RAS Medical Science","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Psychiatry; Mental health; Pandemic; Depression (economics); Psychological intervention; Informed consent; Psychosocial; Family medicine; Coronavirus disease 2019 (COVID-19); Disease; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003262874,0.0001121497,0.0001286974,0.0002333195,0.0002493197,0.0002674028,0.0001648561,0.0002132164,0.002248415],"category_scores_gemma":[0.00176547,0.0000897702,0.0001484442,0.0003256171,0.0001527206,0.0002067483,0.0003073103,0.0003860397,0.0001304183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001569452,"about_ca_system_score_gemma":0.0003718086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003253455,"about_ca_topic_score_gemma":0.005876041,"domain_scores_codex":[0.999823,0.00006566216,0.00001904944,0.00002264085,0.00003127469,0.00003839845],"domain_scores_gemma":[0.9994635,0.0001230472,0.0002525224,0.00001334926,0.00004187096,0.000105843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001365876,0.00007582628,0.9966894,0.00002728047,0.00001467804,0.0001037263,0.0001166521,0.00001021723,0.00008739404,0.00002464867,0.00008137704,0.002632058],"study_design_scores_gemma":[0.000004980018,0.000149261,0.9990622,0.00001965516,0.00001121064,0.0002248136,0.0003106472,0.0000371485,0.00002068614,0.00001412887,0.0001441537,0.000001108737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973462,0.001021882,0.0000401206,0.0001334523,0.000008191681,0.00002751761,0.0002923016,6.932562e-7,0.001129558],"genre_scores_gemma":[0.9988443,0.0006332166,0.0000987825,0.00003593261,0.00001575916,0.00002135191,0.0001448283,5.260683e-7,0.0002053878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003253455,"threshold_uncertainty_score":0.007521689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03809473469422904,"score_gpt":0.3704550396913109,"score_spread":0.3323603049970819,"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."}}