{"id":"W4406699887","doi":"10.21608/erjsh.2020.405713","title":"Evaluation of Water Quality Index for Bahr Shebin Canal in Egypt","year":2020,"lang":"en","type":"article","venue":"Engineering Research Journal","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Index (typography); Water quality; Quality (philosophy); Environmental science; Computer science; Physics; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01294622,0.00005784809,0.0001052844,0.00007927714,0.0000614544,0.00003199602,0.000175048,0.00003817951,0.001546793],"category_scores_gemma":[0.0005606986,0.00004533462,0.00004247315,0.0001818315,0.00003986257,0.0001461277,0.00007711305,0.000371515,0.00002567375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006235093,"about_ca_system_score_gemma":0.0000655581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005058021,"about_ca_topic_score_gemma":0.0001725334,"domain_scores_codex":[0.9974653,0.0003985093,0.0002985878,0.0001177944,0.001401753,0.0003181265],"domain_scores_gemma":[0.9995782,0.00008345475,0.00002911752,0.00007533832,0.00007055772,0.0001633754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001341661,0.0001232258,0.02895756,0.00009118501,0.00004608999,0.000005836675,0.005461633,0.8300523,0.1171958,0.0004357154,0.003653643,0.01384288],"study_design_scores_gemma":[0.003569933,0.000390268,0.3669285,0.00008032904,0.00002066875,0.00001440879,0.0007267972,0.5313936,0.07359706,0.002895098,0.02004375,0.0003394718],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805725,0.00002593946,0.01557089,0.003184603,0.00007220441,0.0002266135,0.000006253486,0.000006331661,0.0003347239],"genre_scores_gemma":[0.9993342,0.000004387107,0.0004810867,0.0000357383,0.00008521673,0.00001641898,0.000002577618,0.000006364408,0.00003398751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.337971,"threshold_uncertainty_score":0.9993659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2579312302874015,"score_gpt":0.4450400795304217,"score_spread":0.1871088492430202,"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."}}