{"id":"W4395678092","doi":"10.1088/1755-1315/1325/1/012002","title":"Assessment of water quality for Al-Salibat marsh\\Southern Iraq","year":2024,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Marsh; Water quality; Quality (philosophy); Environmental science; Geography; Water resource management; Hydrology (agriculture); Geology; Wetland; Ecology; Geotechnical engineering; Biology; Philosophy","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":[0.0002510932,0.0002098875,0.0001587689,0.0007301327,0.0004599432,0.0004579498,0.0001562648,0.0001783152,0.0009579801],"category_scores_gemma":[0.0003112116,0.00009525901,0.0002114119,0.0009159632,0.0002052772,0.0002280546,0.0002862036,0.0001160978,0.0002082571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008835963,"about_ca_system_score_gemma":0.0007321844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04323718,"about_ca_topic_score_gemma":0.07912797,"domain_scores_codex":[0.9998478,0.00002215247,0.00001435913,0.00002489736,0.00006501703,0.00002587961],"domain_scores_gemma":[0.9997979,0.00001260881,0.00007509278,0.00000710614,0.00008905157,0.0000183183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000106243,0.00004325852,0.9491847,0.00009304981,0.00004998527,0.0002708549,0.0005746437,0.00122833,0.02459578,0.0001202338,0.0005691554,0.0231637],"study_design_scores_gemma":[0.000003561625,0.00006455463,0.9953238,0.00000667086,0.00001038712,0.00005592228,0.000614987,0.001303591,0.001265491,0.00003167212,0.001313143,0.000006233041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973941,0.00007907292,0.0003555485,0.00004769519,0.000004263426,0.00002102363,0.0006206709,0.00001680802,0.001460843],"genre_scores_gemma":[0.9980725,0.00006392428,0.0008031313,0.00001872649,0.000002768024,0.00001529502,0.0004579131,0.000002164891,0.0005635573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04323718,"threshold_uncertainty_score":0.085971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01672506700978321,"score_gpt":0.2347093447695259,"score_spread":0.2179842777597427,"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."}}