{"id":"W3128239502","doi":"10.3138/cpp.2020-011","title":"Material Deprivation: Measuring Poverty by Counting Necessities Households Cannot Afford","year":2021,"lang":"en","type":"article","venue":"Canadian Public Policy","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Canada; Statistics Canada; University of Ottawa","funders":"","keywords":"Poverty; Low income; Basic needs; Economics; Affect (linguistics); Demographic economics; Measuring poverty; Social deprivation; Socioeconomics; Psychology; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004990598,0.0001912017,0.0002689382,0.0003340621,0.002972062,0.0001503324,0.000284776,0.0003511184,0.002451962],"category_scores_gemma":[0.0009380984,0.0002226056,0.00005589439,0.0007750317,0.00006699921,0.0005548817,0.0001147896,0.0005123286,0.0001986012],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001918109,"about_ca_system_score_gemma":0.01823207,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5709667,"about_ca_topic_score_gemma":0.7539203,"domain_scores_codex":[0.9971403,0.0003001821,0.0005526736,0.0003324812,0.0003037587,0.001370561],"domain_scores_gemma":[0.9977875,0.0001009724,0.0001861372,0.0004252412,0.0004060703,0.001094024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001444947,0.00003421681,0.08448128,0.0004131108,0.00005756579,0.00003677409,0.003630237,0.000005961478,0.0001997039,0.2731588,0.6355655,0.002402394],"study_design_scores_gemma":[0.000451771,0.00001232867,0.01894097,0.00008885636,0.000009942146,0.000007654161,0.001745374,0.00006734744,0.00007959743,0.001272161,0.9770582,0.0002658072],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7285079,0.0003914461,0.00005894765,0.1516053,0.003089209,0.0006092832,0.003833571,0.0003448628,0.1115595],"genre_scores_gemma":[0.9597945,0.00005560232,0.0001329759,0.03221198,0.001824031,0.0000842458,0.0007338709,0.00004499188,0.005117849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3414927,"threshold_uncertainty_score":0.9984599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1552509927495782,"score_gpt":0.3808648554167447,"score_spread":0.2256138626671665,"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."}}