{"id":"W4405910930","doi":"10.1371/journal.pwat.0000303","title":"Social vulnerability and exposure to private well water","year":2024,"lang":"en","type":"article","venue":"PLOS Water","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; BC Centre for Disease Control","funders":"Canada Research Chairs; Temple University; Pennsylvania Department of Health","keywords":"Vulnerability (computing); Social vulnerability; Business; Environmental planning; Sociology; Political science; Geography; Psychology; Computer security; Social psychology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002606279,0.0001041909,0.0001010546,0.0004927839,0.0004211457,0.0004063941,0.000161989,0.0001806157,0.002164259],"category_scores_gemma":[0.002703662,0.00009067555,0.0001149578,0.0004074583,0.0003184795,0.0004408337,0.0009942406,0.0002424195,0.00009483537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003093751,"about_ca_system_score_gemma":0.0002408247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008912572,"about_ca_topic_score_gemma":0.01603394,"domain_scores_codex":[0.9996802,0.0001520227,0.00001622507,0.00004821806,0.00005618279,0.00004724415],"domain_scores_gemma":[0.9987639,0.0004110868,0.0005570158,0.00004877809,0.0000864625,0.0001328394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000202091,0.00003425725,0.9916409,0.00001096855,0.0000184889,0.00009893491,0.001433945,0.0001687969,0.0001946048,0.0003362788,0.0001084854,0.005934072],"study_design_scores_gemma":[6.673145e-7,0.00003939917,0.9943159,0.00001542883,0.000006850657,0.000180857,0.003764888,0.0007183335,0.00008674578,0.0004193702,0.0004479036,0.000003578135],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988602,0.00004182342,0.0001356209,0.00006378794,6.665166e-7,0.000003340162,0.00003813859,9.968949e-7,0.0008554122],"genre_scores_gemma":[0.9997371,0.00004655841,0.00008052387,0.000004629115,7.995728e-7,0.000003197825,0.00002163677,3.798994e-7,0.0001051126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008912572,"threshold_uncertainty_score":0.01772135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02136413596641635,"score_gpt":0.274090489921845,"score_spread":0.2527263539554287,"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."}}