{"id":"W2902045681","doi":"10.1257/pol.20190272","title":"Program Recertification Costs: Evidence from SNAP","year":2021,"lang":"en","type":"article","venue":"American Economic Journal Economic Policy","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Snap; Supplemental Nutrition Assistance Program; Quarter (Canadian coin); Process (computing); Medical education; Psychology; Computer science; Medicine; History","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007408814,0.0002299497,0.0005593473,0.0002487512,0.001235012,0.0001032406,0.0004201812,0.0001440166,0.003871366],"category_scores_gemma":[0.0005080815,0.0002620361,0.0001784588,0.000149077,0.0002525281,0.00069645,0.0001602042,0.00101423,0.006923729],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006060469,"about_ca_system_score_gemma":0.005635201,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03271495,"about_ca_topic_score_gemma":0.009192448,"domain_scores_codex":[0.9965929,0.0006490434,0.001382504,0.0004872289,0.00007602373,0.0008122315],"domain_scores_gemma":[0.9964939,0.0008785809,0.001348634,0.0005996507,0.0001054112,0.0005738068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000453985,0.0003497679,0.3295041,0.0001058792,0.0006824351,0.00004253165,0.01447749,0.001750851,0.0002740453,0.05699262,0.1258896,0.4694767],"study_design_scores_gemma":[0.001921345,0.0004126106,0.2606124,0.0006680091,0.0001224668,0.0001175174,0.01858601,0.005675289,0.0001582543,0.01618077,0.6945658,0.0009795405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.936076,0.0004728291,0.00008251286,0.04669233,0.002251709,0.0005255736,0.0002746495,0.0001351383,0.01348925],"genre_scores_gemma":[0.97952,0.005681564,0.003045138,0.005655913,0.004835314,0.0001467175,0.0000990452,0.00005151536,0.0009647846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5686762,"threshold_uncertainty_score":0.9999832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1887111781500593,"score_gpt":0.5106573700045888,"score_spread":0.3219461918545295,"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."}}