{"id":"W4417436454","doi":"10.35502/jcswb.483","title":"Public giving to alleviate poverty: Surveying provider experiences of a novel scheme","year":2025,"lang":"en","type":"article","venue":"Journal of Community Safety and Well-Being","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Swansea University; Public Health Wales","keywords":"Poverty; Cash; Perception; Scheme (mathematics); Food insecurity; Developing country","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004435589,0.0001387843,0.0006674797,0.0002356058,0.001759166,0.00003977188,0.0004238295,0.0001456591,0.00008276384],"category_scores_gemma":[0.00110569,0.0001156508,0.0001005355,0.0004025019,0.00008011557,0.0004217675,0.0004124939,0.001228438,0.00000184279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008686889,"about_ca_system_score_gemma":0.0003226118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008473686,"about_ca_topic_score_gemma":0.001318984,"domain_scores_codex":[0.9969574,0.001400732,0.000980476,0.00007231458,0.0002600033,0.0003290777],"domain_scores_gemma":[0.9968063,0.001749844,0.0005382481,0.0002378062,0.0005180838,0.0001496907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002762873,0.0002874381,0.1446302,0.0008581758,0.000172138,0.00000304031,0.827803,0.00001994283,0.0008121101,0.01538719,0.0001380825,0.009612383],"study_design_scores_gemma":[0.001413968,0.0001425268,0.08578786,0.002037749,0.00002834925,0.000001188876,0.8907723,0.0001402388,0.0001946263,0.002030257,0.01725665,0.0001943079],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745027,0.0003602637,0.006335924,0.003334433,0.0004389545,0.0002032753,0.000001645495,0.00001497874,0.0148078],"genre_scores_gemma":[0.9975132,0.0003958752,0.0007493446,0.0008859399,0.00009036676,0.000006806958,0.00000128878,0.00001111637,0.0003460787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0629693,"threshold_uncertainty_score":0.9995404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07846714638244405,"score_gpt":0.3943266038884769,"score_spread":0.3158594575060328,"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."}}