{"id":"W1974867178","doi":"10.4236/jep.2011.23035","title":"On the Current and Restoration Conditions of the Southern Iraqi Marshes: Application of the CCME WQI on East Hammar Marsh","year":2011,"lang":"en","type":"article","venue":"Journal of Environmental Protection","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Marsh; Salt marsh; Current (fluid); Environmental science; Water quality; Salinity; Hydrology (agriculture); Ecology; Oceanography; Wetland; Biology; Geology","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":[0.0006082748,0.00007267301,0.0000787189,0.00004336631,0.000411511,0.00001736052,0.0002192399,0.00003358478,0.00005964642],"category_scores_gemma":[0.00002534078,0.00003864157,0.00008993127,0.00009166308,0.0004616967,0.00008779557,0.00003401252,0.0002271363,0.000006607926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001448469,"about_ca_system_score_gemma":0.00001542764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001552416,"about_ca_topic_score_gemma":0.0001034749,"domain_scores_codex":[0.9987652,0.0003405329,0.0002628868,0.00007750408,0.0004733924,0.00008053699],"domain_scores_gemma":[0.9992515,0.00002420709,0.0005097037,0.0001786565,0.00001166099,0.00002428464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002430629,0.006085428,0.08695976,0.0003379477,0.0006484823,0.00000218706,0.2884679,0.004601211,0.2129846,0.05846905,0.001024114,0.3379887],"study_design_scores_gemma":[0.001485545,0.001284531,0.8700685,0.0005099167,0.0002709985,0.00001106226,0.02798857,0.0002557689,0.01729305,0.03638254,0.04412361,0.0003259221],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995012,0.00003108683,0.001130939,0.001634704,0.0001837006,0.0009344646,0.0000186717,0.000003903108,0.001050535],"genre_scores_gemma":[0.999752,0.0000156981,0.00001241348,0.000038681,0.00005942741,0.00002224629,4.491017e-7,0.000006656848,0.00009243577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7831087,"threshold_uncertainty_score":0.3165052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02698859925706847,"score_gpt":0.2249202190198763,"score_spread":0.1979316197628078,"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."}}