{"id":"W4280523043","doi":"10.2166/wp.2022.037","title":"Predictors of access to safe drinking water: policy implications","year":2022,"lang":"en","type":"article","venue":"Water Policy","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corporate governance; Business; Quarter (Canadian coin); Language change; Water sector; Population; Public economics; Water supply; Economic growth; Economics; Environmental health; Geography; Finance; Engineering; Medicine; Environmental engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0001997585,0.0002092214,0.0002720463,0.001081954,0.0005401624,0.0001481444,0.000948847,0.00005161315,0.0004217424],"category_scores_gemma":[0.00002891462,0.0001580523,0.0001408865,0.0006276853,0.00005920388,0.0003104316,0.001076367,0.0002112238,0.0000901642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003491255,"about_ca_system_score_gemma":0.00004060564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004013444,"about_ca_topic_score_gemma":0.00005083808,"domain_scores_codex":[0.9979851,0.0001302602,0.0004899119,0.0003832889,0.0003278519,0.0006836038],"domain_scores_gemma":[0.9990329,0.00002363894,0.00006340018,0.0005865056,0.00007752431,0.0002161039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001308611,0.002070813,0.337392,0.0004626859,0.0003481632,0.00001578038,0.07779311,0.003952065,0.4469593,0.01073034,0.1059225,0.0130447],"study_design_scores_gemma":[0.001086183,0.0002010534,0.06432227,0.00002296874,0.00003398523,0.00004188335,0.00006762923,0.00001628751,0.6047335,0.008793625,0.3203203,0.0003604045],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8625662,0.000009290551,0.00005850946,0.1308502,0.0005097822,0.0005944595,0.0001676273,0.0001712539,0.005072697],"genre_scores_gemma":[0.9893698,0.000003437019,0.00005921573,0.008087736,0.001348699,0.0001958953,0.0002331588,0.00005543843,0.0006466897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2730697,"threshold_uncertainty_score":0.6445186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02583343225406216,"score_gpt":0.3173944934347798,"score_spread":0.2915610611807176,"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."}}