{"id":"W4410867633","doi":"10.1016/j.cdnut.2025.107323","title":"Assessing the Supplemental Nutrition Assistance Program (SNAP): A Systematic Review Protocol","year":2025,"lang":"en","type":"review","venue":"Current Developments in Nutrition","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"","keywords":"Supplemental Nutrition Assistance Program; Snap; Protocol (science); Computer science; Medicine; Food insecurity; Biology; Alternative medicine; Operating system; Food security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08415837,0.005895882,0.01587068,0.01598068,0.005091026,0.007237562,0.00556862,0.006552093,0.07785951],"category_scores_gemma":[0.1023282,0.005812507,0.01538945,0.01603793,0.004568041,0.007204734,0.005670317,0.006775554,0.01295549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01631035,"about_ca_system_score_gemma":0.08968449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01362573,"about_ca_topic_score_gemma":0.03072267,"domain_scores_codex":[0.9583253,0.01571698,0.01496988,0.003531932,0.005501042,0.001954941],"domain_scores_gemma":[0.9491202,0.01811496,0.01007303,0.005300844,0.0151795,0.002211536],"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":[0.004017349,0.0003301222,0.001163033,0.8966048,0.003285274,0.0005759149,0.002410026,0.001112456,0.001407046,0.005715825,0.03818029,0.04519784],"study_design_scores_gemma":[0.02924695,0.001746894,0.00835438,0.7118412,0.01629175,0.0006695098,0.002600892,0.00134866,0.002735479,0.01367898,0.2107592,0.0007262572],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0003878068,0.002352758,0.001565055,0.0004772569,0.0001566694,0.985826,0.008552115,0.0001273429,0.0005549653],"genre_scores_gemma":[0.0003255997,0.001050416,0.002768447,0.0001695851,0.00001473243,0.9947047,0.0007042914,0.000008798497,0.0002535575],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08415837,"threshold_uncertainty_score":0.4450773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2973891358981991,"score_gpt":0.6163633606104135,"score_spread":0.3189742247122144,"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."}}