{"id":"W4415464785","doi":"10.1136/bmjopen-2025-104759","title":"Community-based mental health screening & referral for flood-affected women in rural Pakistan: an intervention feasibility study protocol","year":2025,"lang":"en","type":"article","venue":"BMJ Open","topic":"Resilience and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"Grand Challenges Canada","keywords":"Protocol (science); Referral; Mental health; Intervention (counseling); Public health; Health services research; Epidemiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02066752,0.00214485,0.002577043,0.002486323,0.006304738,0.002218369,0.003841582,0.003199679,0.03780031],"category_scores_gemma":[0.008626102,0.002998976,0.001978204,0.00136964,0.002334956,0.002468289,0.003064881,0.003693527,0.005500349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00489061,"about_ca_system_score_gemma":0.03232999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009203907,"about_ca_topic_score_gemma":0.01903283,"domain_scores_codex":[0.9932428,0.003221929,0.0006750063,0.000574245,0.0006007915,0.001685209],"domain_scores_gemma":[0.992628,0.001921304,0.0006737694,0.0004426284,0.001730027,0.002604239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1075081,0.4354718,0.03001795,0.03740235,0.0005507414,0.006927769,0.04750559,0.004385091,0.01228608,0.005706481,0.03996018,0.272278],"study_design_scores_gemma":[0.275027,0.3546832,0.155427,0.01192929,0.0008235628,0.001048053,0.07959675,0.003360283,0.004669048,0.005650876,0.1070546,0.0007303226],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01596741,0.00005293803,0.0007838365,0.0001604034,0.00004667655,0.9815522,0.0006309443,0.0000219021,0.0007838043],"genre_scores_gemma":[0.009648832,0.0001102939,0.002445272,0.0001913325,0.00001939862,0.9870431,0.0001365043,0.000001939769,0.0004033113],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03780031,"threshold_uncertainty_score":0.1264547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.253378505349053,"score_gpt":0.6199176301978522,"score_spread":0.3665391248487992,"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."}}