{"id":"W4283753332","doi":"10.18280/ijdne.170315","title":"Water Quality Assessment of Euphrates River Using Heavy Metal Pollution Indices Within Fallujah City Reach, Anbar Province, Iraq","year":2022,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pollution; Water quality; Environmental science; Heavy metals; Environmental chemistry; Inductively coupled plasma; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00241375,0.0001524822,0.0002647492,0.000170068,0.0001932652,0.00005355209,0.000410277,0.0001039698,0.0003309307],"category_scores_gemma":[0.00002720088,0.0001170362,0.0001197886,0.0001138895,0.0001693853,0.0005420755,0.00030458,0.0006593022,0.000001353304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006256333,"about_ca_system_score_gemma":0.0001085395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003651457,"about_ca_topic_score_gemma":0.00008963139,"domain_scores_codex":[0.9973521,0.0004999763,0.0007184321,0.000199879,0.001052388,0.0001772575],"domain_scores_gemma":[0.9989361,0.0000614737,0.0007339196,0.0001083451,0.00007634291,0.0000838858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.002028244,0.002393356,0.2379279,0.00008462293,0.001666975,0.0002545115,0.01004821,0.4784111,0.2494258,0.0124477,0.0007561148,0.004555474],"study_design_scores_gemma":[0.006444004,0.002736791,0.6293515,0.0001972022,0.0006020987,0.0017454,0.003807495,0.2490336,0.05226018,0.04384497,0.008235027,0.001741779],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763755,0.00007398333,0.02151949,0.00084679,0.0007381344,0.0001430976,0.00009679268,0.000007637502,0.0001985964],"genre_scores_gemma":[0.9864254,0.00003084264,0.01291241,0.0004146308,0.00007548305,0.000002328714,0.00002415216,0.000009167931,0.0001056028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3914236,"threshold_uncertainty_score":0.4772596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.033721273196742,"score_gpt":0.3164043956554848,"score_spread":0.2826831224587428,"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."}}