{"id":"W3159548409","doi":"10.2196/24624","title":"Domestic Violence and Mental Health During the COVID-19 Pandemic in Bangladesh","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Domestic violence; Mental health; Population; Medicine; Pandemic; Psychiatry; Environmental health; Poison control; Psychology; Suicide prevention; Disease; Coronavirus disease 2019 (COVID-19)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003574957,0.00007534862,0.0001300346,0.0001201501,0.001644041,0.0001246484,0.0002571531,0.00005192055,0.0001116431],"category_scores_gemma":[0.0003477554,0.00005671011,0.00002517083,0.0007860781,0.0007954194,0.0002861378,0.000219352,0.0004868577,0.00005222734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006679974,"about_ca_system_score_gemma":0.0008861222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001522789,"about_ca_topic_score_gemma":0.0009786666,"domain_scores_codex":[0.9969569,0.001322756,0.000200952,0.0002020864,0.0006658611,0.0006514207],"domain_scores_gemma":[0.9989473,0.0005204437,0.00004064803,0.0001453254,0.0001039723,0.0002423475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001388283,0.0002683816,0.2832137,0.0006530533,0.00002338055,0.00009794696,0.6375405,0.00002468657,0.000832924,0.05202908,0.0045188,0.02065877],"study_design_scores_gemma":[0.002145513,0.0002256515,0.6305149,0.001004997,0.000001778736,0.0001335581,0.3009128,0.0007181796,0.0001715475,0.01587674,0.04785549,0.0004388359],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823614,0.002127466,0.00004196505,0.003872521,0.00009711839,0.0006356722,0.00002589737,0.00003895746,0.01079896],"genre_scores_gemma":[0.9913005,0.007824708,0.00001809855,0.0004868091,0.00004204864,0.00009879679,0.000005371233,0.000004900447,0.0002187931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3473012,"threshold_uncertainty_score":0.9996557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08569916475815074,"score_gpt":0.4811667175119381,"score_spread":0.3954675527537874,"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."}}