{"id":"W3189688798","doi":"10.1016/s2542-5196(21)00151-0","title":"Family policy and food insecurity: an observational analysis in 142 countries","year":2021,"lang":"en","type":"article","venue":"The Lancet Planetary Health","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Wellcome Trust","keywords":"Food insecurity; Observational study; Scale (ratio); Multilevel model; Generosity; Malnutrition; Environmental health; Poverty; Socioeconomics; Economics; Demographic economics; Geography; Demography; Economic growth; Political science; Food security; Medicine; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.001555796,0.000152279,0.0006090396,0.0002450551,0.001219456,0.00002005571,0.0001980624,0.0001516384,0.0002134097],"category_scores_gemma":[0.0001702002,0.0001282246,0.00003678975,0.001050336,0.00008509764,0.0001493833,0.00009312158,0.000807345,0.00004430814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000174191,"about_ca_system_score_gemma":0.002061109,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01752787,"about_ca_topic_score_gemma":0.1505239,"domain_scores_codex":[0.9966695,0.001317716,0.000661421,0.0003205402,0.00030243,0.0007284159],"domain_scores_gemma":[0.9981802,0.0007672708,0.0002273825,0.000483427,0.0001010709,0.0002406807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007569993,0.00005672977,0.8660728,0.0004654911,0.000100797,0.000006704657,0.01020196,0.0003651906,7.219615e-7,0.1181707,0.004233938,0.0002493325],"study_design_scores_gemma":[0.0006986153,0.0001121657,0.9305321,0.00007260291,0.00003692392,0.000002907353,0.001811988,0.002093143,1.11785e-7,0.009033959,0.05549143,0.0001140726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8897317,0.003379283,0.00001846256,0.1032421,0.0002087934,0.0004703996,0.001571905,0.0000739829,0.001303368],"genre_scores_gemma":[0.9254821,0.003110613,0.0005642934,0.06766517,0.0008883345,0.00003450671,0.00213814,0.00001124831,0.0001055896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.132996,"threshold_uncertainty_score":0.9890145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3932862735024418,"score_gpt":0.4825552389589593,"score_spread":0.08926896545651752,"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."}}