{"id":"W4403184196","doi":"10.2166/h2oj.2024.030","title":"Assessments of hydrogeochemical characteristics, water quality, and health risk of groundwater of Chapi-Nawabganj District of Bangladesh","year":2024,"lang":"en","type":"article","venue":"H2Open Journal","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Groundwater; Water resource management; Water quality; Environmental science; Quality (philosophy); Environmental health; Hydrology (agriculture); Geology; Medicine","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":[0.002147848,0.0001233492,0.0004303412,0.00006231795,0.00005278488,0.00002961149,0.0002111962,0.00005717666,0.001423165],"category_scores_gemma":[0.00001379276,0.00008348294,0.0001154455,0.0001011394,0.0002768035,0.0002159359,0.0002186644,0.0002249023,0.00001212102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009380512,"about_ca_system_score_gemma":0.00004180063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001077685,"about_ca_topic_score_gemma":0.00001787852,"domain_scores_codex":[0.9978183,0.0002543709,0.001033055,0.0001720855,0.0004998417,0.0002223555],"domain_scores_gemma":[0.9991376,0.00004572684,0.0004884351,0.0001681814,0.00002546131,0.000134552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001924634,0.001059805,0.7187893,0.001277966,0.0004224115,0.00001652912,0.00725605,0.00003708854,0.239203,0.0009760194,0.001648842,0.02912049],"study_design_scores_gemma":[0.0007289257,0.0006174557,0.6942253,0.0003467772,0.00008460232,0.0000748676,0.0002825634,0.0003006932,0.2984953,0.002170761,0.00246704,0.0002056986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975416,0.00009479005,0.0007941833,0.0007051394,0.0001517917,0.0001164142,0.0001481526,0.0000043607,0.0004435755],"genre_scores_gemma":[0.9988856,0.0002370935,0.0006299656,0.00004322079,0.00003364678,0.000001419363,0.00002267365,0.000009041526,0.0001373932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0592923,"threshold_uncertainty_score":0.9994897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0567090744774768,"score_gpt":0.3622491734605076,"score_spread":0.3055400989830308,"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."}}