{"id":"W4413327034","doi":"10.1136/bmjopen-2025-102916","title":"Depression among medical students in Bangladesh: a systematic review and meta-analysis protocol on prevalence and associated factors","year":2025,"lang":"en","type":"review","venue":"BMJ Open","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Protocol (science); Meta-analysis; Depression (economics); Epidemiology; Family medicine; Public health; Environmental health; Alternative medicine; Nursing; Pathology","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":[0.06468641,0.005374352,0.0221324,0.01331299,0.002968356,0.005965204,0.005220849,0.005481861,0.06352596],"category_scores_gemma":[0.08919501,0.004911277,0.02598644,0.01253703,0.002832934,0.006148453,0.004336527,0.004691022,0.00531317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008623062,"about_ca_system_score_gemma":0.04438687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005547357,"about_ca_topic_score_gemma":0.01190493,"domain_scores_codex":[0.9714863,0.01024391,0.01065178,0.002765049,0.003763014,0.001090062],"domain_scores_gemma":[0.9658887,0.013871,0.007773599,0.003644867,0.007757118,0.001064775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.003943903,0.0001578137,0.000847823,0.953546,0.01018849,0.0002622095,0.0006784667,0.0005878747,0.0006776998,0.0014167,0.0107774,0.01691565],"study_design_scores_gemma":[0.03805111,0.003603575,0.01197743,0.6619217,0.1344619,0.0007174645,0.001671533,0.001925727,0.002202938,0.008525369,0.1343215,0.0006197099],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001103007,0.009656567,0.00317103,0.0006191535,0.0004393136,0.9744495,0.009809641,0.0002095599,0.0005422608],"genre_scores_gemma":[0.0007608355,0.002244725,0.003566306,0.0002082051,0.00002573834,0.9922075,0.0006893263,0.00001131291,0.0002861305],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06468641,"threshold_uncertainty_score":0.3420985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2964183085213622,"score_gpt":0.611482747579276,"score_spread":0.3150644390579138,"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."}}