{"id":"W4417107450","doi":"10.1111/rode.70097","title":"Food Gifting and Household Food Security","year":2025,"lang":"en","type":"article","venue":"Review of Development Economics","topic":"Agricultural risk and resilience","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"International Development Research Centre","keywords":"Food security; Incentive; Construct (python library); Agriculture; Compensation (psychology); Nonmarket forces; Agrarian society; Food processing; Developing country","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":[0.0005614929,0.0001450062,0.0001385028,0.0005512218,0.0001992941,0.0006656335,0.0001343577,0.0002444569,0.006285457],"category_scores_gemma":[0.002635792,0.00005297718,0.0001620742,0.0008208405,0.0004767001,0.0004305741,0.0006071794,0.000300719,0.0001645213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005764425,"about_ca_system_score_gemma":0.0002927071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002128304,"about_ca_topic_score_gemma":0.002202091,"domain_scores_codex":[0.9997891,0.00009996487,0.00001084147,0.00002757657,0.00003658699,0.00003592337],"domain_scores_gemma":[0.9971155,0.0007705165,0.001693662,0.00008884467,0.0001170906,0.000214317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001977759,0.0001832833,0.8997753,0.0004368435,0.0001837829,0.000305417,0.001230393,0.003812127,0.001186444,0.02834179,0.002109258,0.06223755],"study_design_scores_gemma":[0.00001332328,0.0002094331,0.96571,0.0003485572,0.00008601562,0.0002784661,0.001815907,0.003738332,0.0004332172,0.01648423,0.01086276,0.00001972882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857175,0.003682925,0.0009421469,0.001208346,0.00001933589,0.00001573375,0.0003714362,0.00001074085,0.008031715],"genre_scores_gemma":[0.9984593,0.000765236,0.0001730914,0.00002372507,0.000007662044,0.000002909102,0.00005514015,4.055769e-7,0.0005126156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006285457,"threshold_uncertainty_score":0.02102697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01804715665191434,"score_gpt":0.2025365006819547,"score_spread":0.1844893440300404,"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."}}