{"id":"W4414855743","doi":"10.1177/2752535x251384511","title":"Experience of the COVID-19 Pandemic in Rural Nigeria: A Scoping Review of the Literature Contextualized With Local Knowledge Using Fuzzy Cognitive Mapping","year":2025,"lang":"en","type":"review","venue":"Community Health Equity Research & Policy","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Stakeholder; Pandemic; Mental health; Rural area; Cognition; Narrative; Stakeholder engagement; MEDLINE","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0194196,0.0005163543,0.003823115,0.00142117,0.001354331,0.0001103875,0.003233488,0.0004456925,0.00003364429],"category_scores_gemma":[0.04095602,0.0003651087,0.0005597796,0.007999576,0.002258658,0.0002083181,0.004488892,0.004883241,0.000005812329],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00643089,"about_ca_system_score_gemma":0.03727072,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04688185,"about_ca_topic_score_gemma":0.01002826,"domain_scores_codex":[0.9853639,0.009627937,0.002865324,0.0004881086,0.0003578404,0.001296912],"domain_scores_gemma":[0.9853542,0.008616066,0.00248252,0.002552534,0.0005550938,0.0004395382],"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":[0.0002458134,0.000296868,0.001300059,0.8844982,0.0001002253,0.00000152516,0.03405418,0.000002259658,3.012689e-7,0.00296194,0.0001318379,0.07640677],"study_design_scores_gemma":[0.003116093,0.0001987989,0.00007649731,0.9634612,0.00002215829,0.00003723005,0.00238829,0.000007864582,4.271422e-7,0.001215183,0.02915055,0.0003257147],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007505669,0.985485,0.0002125003,0.001041426,0.0001307889,0.009926962,0.0006316542,0.00001784129,0.001803263],"genre_scores_gemma":[0.01258306,0.98341,0.00001888226,0.003055791,0.00006649853,0.0006455263,0.0000406082,0.00004359901,0.0001360386],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07896297,"threshold_uncertainty_score":0.9999458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5120619393428782,"score_gpt":0.5735394937930924,"score_spread":0.06147755445021419,"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."}}