{"id":"W3115804710","doi":"10.1016/j.gfs.2020.100482","title":"Estimating the prevalence of food insecurity of households with children under 15 years, across the globe","year":2020,"lang":"en","type":"article","venue":"Global Food Security","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Food security; Food insecurity; Poverty; Per capita; Globe; Scale (ratio); Population; Context (archaeology); Economics; Development economics; Quarter (Canadian coin); Food prices; Economic growth; Geography; Environmental health; Agriculture; Psychology; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008773382,0.0002630668,0.000455279,0.00001388538,0.001091029,0.00001831716,0.0009540013,0.0002693699,0.0001114761],"category_scores_gemma":[0.0003281531,0.0001711616,0.0001453599,0.0008208457,0.0005405883,0.0001900092,0.0005757632,0.0009685398,0.00002520434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001044706,"about_ca_system_score_gemma":0.0004571077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001264186,"about_ca_topic_score_gemma":0.002867318,"domain_scores_codex":[0.9965699,0.0006999053,0.0008828433,0.0004246988,0.0007190804,0.0007035491],"domain_scores_gemma":[0.997714,0.0003087178,0.0007506262,0.0007189544,0.0002814645,0.0002262341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007582895,0.000461085,0.7290156,0.004264317,0.0004809689,0.000002457235,0.1001059,0.001571409,0.000008569182,0.1577649,0.005151141,0.0004152597],"study_design_scores_gemma":[0.002016322,0.002308972,0.9589972,0.0005021251,0.0002155554,0.00001004628,0.005582298,0.001229768,0.00004519053,0.02797344,0.0007571763,0.0003618315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880245,0.001060904,0.0002084739,0.00360698,0.0002968477,0.001583504,0.004510187,0.0001138956,0.0005947187],"genre_scores_gemma":[0.9971781,0.00004339084,0.0003851516,0.001988418,0.0003071132,0.00004737347,0.00002660871,0.00002005695,0.000003807613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2299816,"threshold_uncertainty_score":0.8391424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1015399421575622,"score_gpt":0.3966020660223338,"score_spread":0.2950621238647716,"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."}}