{"id":"W6894365506","doi":"10.5683/sp3/4jcdpa","title":"Protocol Registration: The effects of pandemics on the vulnerability of food security in West Africa - A scoping review","year":2021,"lang":"en","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Vulnerability (computing); Food security; Grey literature; Pandemic; Protocol (science); Vulnerability assessment; Food insecurity; Developing country","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.06516482,0.002951798,0.009146231,0.02212405,0.004296898,0.01216245,0.006084543,0.006723253,0.4352833],"category_scores_gemma":[0.2384127,0.003086093,0.008308884,0.02693744,0.003894708,0.008404827,0.008450664,0.005196507,0.0666911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01398588,"about_ca_system_score_gemma":0.06260683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01079275,"about_ca_topic_score_gemma":0.01677522,"domain_scores_codex":[0.959484,0.01098491,0.01685949,0.003264059,0.007448178,0.001959416],"domain_scores_gemma":[0.848364,0.07004097,0.01848798,0.01086828,0.04816341,0.004075285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009923257,0.00006965535,0.0004265533,0.6517745,0.0005815892,0.0001530662,0.000930723,0.0003512006,0.0003313774,0.006928915,0.3128428,0.02461725],"study_design_scores_gemma":[0.004316455,0.0002424577,0.003253486,0.4621873,0.001467589,0.0001837253,0.001510302,0.0002915795,0.0004165522,0.00676034,0.5191229,0.0002473122],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"protocol","genre_scores_codex":[0.0004968049,0.003126872,0.002215832,0.004334899,0.002217131,0.2537524,0.7230626,0.0008631756,0.009930307],"genre_scores_gemma":[0.001397814,0.003995823,0.007014852,0.001554717,0.0001936974,0.9195993,0.05944086,0.0002735599,0.006529329],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.4352833,"threshold_uncertainty_score":0.8054998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04938056834260317,"score_gpt":0.3447358445636151,"score_spread":0.2953552762210119,"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."}}