{"id":"W4383618221","doi":"10.59807/jlsar.v4i1.60","title":"EVALUATION OF AL KABEER AL SHAMALI RIVER'S WATER SUITABILITY FOR DRINKING, BASED ON MODELING AND PSEUDOMONAS AERUGINOSA DETECTION IN SYRIA","year":2023,"lang":"en","type":"article","venue":"Journal of Life Science and Applied Research","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Anbar","keywords":"Turbidity; Water quality; Environmental science; Hydrology (agriculture); Inlet; Combined sewer; Pseudomonas aeruginosa; Environmental engineering; Water source; Environmental chemistry; Chemistry; Ecology; Bacteria; Geology; Water resource management; Biology; Oceanography; Stormwater; Surface runoff","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03844262,0.00006553057,0.0001361335,0.0003167125,0.0002851951,0.00006223567,0.0001748574,0.00003749944,0.000051483],"category_scores_gemma":[0.0004446913,0.00004544955,0.00002629625,0.0005531391,0.0006013907,0.0002422426,0.000124769,0.0002163481,0.000006893662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002579626,"about_ca_system_score_gemma":0.000162286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009772291,"about_ca_topic_score_gemma":0.00005546608,"domain_scores_codex":[0.9963022,0.0002288158,0.0003296207,0.0002365332,0.002579397,0.0003234247],"domain_scores_gemma":[0.9993158,0.0001764742,0.00006496218,0.0001073262,0.0002000182,0.000135412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005498403,0.0002470443,0.01552428,0.00004481673,0.00001088921,0.000001418054,0.004676492,0.3269737,0.6265208,0.0002171439,0.0003591557,0.02487443],"study_design_scores_gemma":[0.001438461,0.0002873664,0.04039343,0.00003185884,0.000009601576,0.000001954964,0.001078873,0.903412,0.04691694,0.00616933,0.0001671168,0.00009310098],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966089,0.000004710164,0.0007948926,0.001926954,0.00005800475,0.000326305,0.000001924331,0.000003369953,0.000274936],"genre_scores_gemma":[0.9994729,0.00001023524,0.0003300695,0.0001363745,0.00002334696,0.00001766278,5.607086e-7,0.000003283143,0.000005544153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5796039,"threshold_uncertainty_score":0.9901257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1477956111221273,"score_gpt":0.4073628335860662,"score_spread":0.2595672224639389,"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."}}