{"id":"W7108450785","doi":"10.26174/thesis.lboro.30773615.v1","title":"Fragmented access: household water security and safety in the Dominican Republic","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water security; Population; Water industry; International trade and water; Water use; Water resources; Quarter (Canadian coin); Water infrastructure; Water scarcity","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004573142,0.0002616556,0.0003151796,0.00009882161,0.0006203052,0.0009915848,0.001362023,0.0003209709,0.08644417],"category_scores_gemma":[0.0006543017,0.0001601169,0.0001047329,0.0007557186,0.00009911812,0.001054514,0.0006966608,0.0006330508,0.00007653092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001238916,"about_ca_system_score_gemma":0.0002069175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008512221,"about_ca_topic_score_gemma":0.001645798,"domain_scores_codex":[0.9974999,0.0003891679,0.0004746062,0.0005455392,0.0004452921,0.0006454939],"domain_scores_gemma":[0.9989897,0.0002164436,0.000149278,0.0004964474,0.0000620612,0.00008607681],"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":[0.00006906543,0.00007209383,0.001709343,0.0002332955,0.00004254666,0.00002445366,0.03355026,0.000006410699,0.000006246925,0.0005264194,0.959362,0.004397889],"study_design_scores_gemma":[0.0006858594,0.00002756586,0.1160252,0.00142874,0.00001691431,0.000001345563,0.003216083,0.00002789408,0.0002513281,0.002768411,0.8753178,0.0002328946],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.3289611,0.003647397,5.961658e-7,0.06118524,0.001329634,0.003817714,0.420947,0.0001863715,0.179925],"genre_scores_gemma":[0.9867325,0.0002707783,0.000002033514,0.004964205,0.0002644144,0.0001095577,0.006897676,0.00001189822,0.0007469329],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6577714,"threshold_uncertainty_score":0.9561875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03096301797827655,"score_gpt":0.2997216683109361,"score_spread":0.2687586503326595,"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."}}