{"id":"W2940726450","doi":"10.14419/ijet.v7i4.20.26246","title":"Estimation of Tap Water Quality in Babylon Governorate /Iraq, (2017) in Accordance with CCME","year":2018,"lang":"en","type":"article","venue":"International Journal of Engineering & Technology","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tap water; Turbidity; Water quality; Environmental science; Environmental engineering; Geology; Biology; Oceanography","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":[0.0004603225,0.0000775364,0.0001490642,0.0002434696,0.000007872304,0.000009120562,0.0003297247,0.00006779328,0.00011504],"category_scores_gemma":[0.00006223656,0.00005905657,0.00002248245,0.0001712684,0.0001074281,0.0002374077,0.00008268849,0.0001817186,0.00002380789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002851747,"about_ca_system_score_gemma":0.00001235556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001962236,"about_ca_topic_score_gemma":0.0002001965,"domain_scores_codex":[0.9990178,0.00002200397,0.000446574,0.00009683402,0.0002823961,0.0001344049],"domain_scores_gemma":[0.9996284,0.00002072705,0.0001900683,0.00009967059,0.00004020599,0.00002096164],"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":[0.0004567858,0.000566576,0.24065,0.0000346044,0.0001063689,0.0002169938,0.001766572,0.5173184,0.2145177,0.006479281,0.0001263692,0.01776048],"study_design_scores_gemma":[0.002829213,0.0006961782,0.6557373,0.0003739583,0.00001336688,0.0003359204,0.0001939878,0.03032825,0.3012597,0.003598013,0.004250351,0.0003837412],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777335,0.000010114,0.02043957,0.001306086,0.0002277088,0.00004806248,0.000003134854,0.00001165415,0.0002201745],"genre_scores_gemma":[0.9951388,0.000007303619,0.004747579,0.00003376932,0.00002908862,0.000003847329,0.000001240579,0.000005269714,0.00003311034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4869901,"threshold_uncertainty_score":0.2408257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01060450053786428,"score_gpt":0.2772437570605322,"score_spread":0.266639256522668,"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."}}