{"id":"W4409952498","doi":"10.62225/2583049x.2025.5.2.4152","title":"The Impact of Water Quality on Jordanian Public Health Status: A Case Study in Zarqa Basin","year":2025,"lang":"en","type":"article","venue":"International Journal of Advanced Multidisciplinary Research and Studies","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water quality; Public health; Structural basin; Environmental science; Water resource management; Forestry; Geography; Geology; Medicine; Nursing; Geomorphology; Ecology; Biology","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":[0.005034311,0.000101646,0.0002524395,0.000234049,0.0003781353,0.00005244481,0.0002671829,0.00001709843,0.00001819656],"category_scores_gemma":[0.0003449839,0.0000512886,0.00007088043,0.0002084903,0.0004377622,0.0002680075,0.0005714723,0.0003301596,0.000002464807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008757953,"about_ca_system_score_gemma":0.0001197627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001814557,"about_ca_topic_score_gemma":0.003023005,"domain_scores_codex":[0.9972351,0.0008378097,0.0006631145,0.0001645783,0.0007357802,0.0003636166],"domain_scores_gemma":[0.9986417,0.0006924737,0.0001760652,0.0001298522,0.0002465651,0.0001133725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002537743,0.003614092,0.8723894,0.00003308474,0.0007992757,0.0007645742,0.06379905,0.003217115,0.001436125,0.000769746,0.0005515599,0.05008829],"study_design_scores_gemma":[0.00255314,0.003131836,0.8696861,0.0001130393,0.000002461342,0.00007331754,0.1193189,0.00008521664,0.0002839747,0.003988846,0.0006770476,0.00008619259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885938,0.000371294,0.00002509632,0.01035452,0.0001565903,0.0002686338,0.00001612435,0.000002274968,0.0002116577],"genre_scores_gemma":[0.9984908,0.001014458,0.0001556622,0.00002312559,0.0000208628,0.00001205642,9.035439e-7,0.000003298411,0.0002788311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05551983,"threshold_uncertainty_score":0.2908349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2150118048630643,"score_gpt":0.558526214131037,"score_spread":0.3435144092679726,"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."}}