{"id":"W4400467043","doi":"10.9734/jammr/2024/v36i75505","title":"Gender-based Violence (GBV) on Bangladeshi Women and Girls during COVID-19 in Toronto: Forms, Causes, and Mental Health Impacts","year":2024,"lang":"en","type":"article","venue":"Journal of Advances in Medicine and Medical Research","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Mental health; Verbal abuse; Ethnic group; Domestic violence; Psychiatry; Psychology; Medicine; Suicide prevention; Poison control; Political science; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007053199,0.0003681344,0.0003488972,0.0006291227,0.008992174,0.001827658,0.0007816881,0.0007247308,0.004006908],"category_scores_gemma":[0.001466884,0.00043575,0.0003123507,0.001327432,0.003100817,0.0006590016,0.003117773,0.00138506,0.0002411788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01797252,"about_ca_system_score_gemma":0.01258552,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8315831,"about_ca_topic_score_gemma":0.9303622,"domain_scores_codex":[0.9991212,0.0002372644,0.00003544349,0.00006974417,0.000143232,0.0003929309],"domain_scores_gemma":[0.9990283,0.0001535193,0.0002134956,0.00002582237,0.0001323333,0.0004464878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001062025,0.00005972492,0.3553507,0.0002789911,0.00002781793,0.003963259,0.6172079,0.00006396369,0.001134304,0.001103332,0.004402108,0.01630168],"study_design_scores_gemma":[0.000005369881,0.00009219546,0.2720709,0.0002169394,0.00001131626,0.0006186996,0.7181891,0.00003502711,0.0001922738,0.0000845384,0.008464723,0.00001892139],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926552,0.000770465,0.00003035933,0.001218025,0.00002051983,0.00004697828,0.0004871851,0.000004079514,0.004767187],"genre_scores_gemma":[0.9969338,0.0009307991,0.00005544476,0.0002198503,0.000008521156,0.00003278508,0.0001465638,0.00000331304,0.001668804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1684169,"threshold_uncertainty_score":0.3388174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07156961341693567,"score_gpt":0.5167819376747661,"score_spread":0.4452123242578304,"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."}}