{"id":"W4391363986","doi":"10.33899/earth.2023.141207.1097","title":"Evaluation of Groundwater Using The Water Quality Index (WQI) In Hawija Area, Kirkuk, Northern Iraq","year":2024,"lang":"en","type":"article","venue":"Iraqi National Journal of Earth Science (INJES)","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Index (typography); Groundwater; Environmental science; Water quality; Hydrology (agriculture); Water resource management; Geography; Geology; Computer science; Geotechnical engineering; Biology; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005803243,0.0002496318,0.0002396546,0.001229349,0.0005262034,0.0007001961,0.0002982603,0.0002170863,0.0005076421],"category_scores_gemma":[0.000704209,0.0001248835,0.0002122364,0.001981134,0.0004606843,0.0002680043,0.0003207199,0.0001630951,0.0001252504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001148478,"about_ca_system_score_gemma":0.0008771477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06424217,"about_ca_topic_score_gemma":0.1144478,"domain_scores_codex":[0.999608,0.00008006271,0.0000402083,0.00006656385,0.000137842,0.00006738472],"domain_scores_gemma":[0.9996876,0.00004001307,0.00007871023,0.000009599849,0.0001554517,0.00002882352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001250006,0.000151438,0.9534805,0.000120644,0.00007876621,0.0005497685,0.002347752,0.00141816,0.01498026,0.0002041069,0.0005735451,0.02597014],"study_design_scores_gemma":[0.000005060725,0.0001958686,0.9885991,0.00001640869,0.00002668887,0.0001735254,0.005959215,0.00178097,0.001969,0.0001058863,0.001152783,0.00001553229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980471,0.0000623801,0.0003667599,0.0000301807,0.000004002809,0.0000258193,0.0003310861,0.000007578847,0.001125008],"genre_scores_gemma":[0.9985293,0.0000793441,0.0006859237,0.00001486946,0.000001902765,0.00001481279,0.0002657556,0.000001735404,0.0004062051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06424217,"threshold_uncertainty_score":0.1277365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07712939862680736,"score_gpt":0.3221050585648543,"score_spread":0.244975659938047,"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."}}