{"id":"W4388422259","doi":"10.24425/jwld.2022.141552","title":"Mathematical modelling by convection-diffusion with reaction of organic pollution in the wadi Mouillah stream north-western Algeria","year":2022,"lang":"en","type":"article","venue":"Journal of Water and Land Development","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut National de la Recherche Agronomique; Université du Québec à Montréal","keywords":"Wadi; Pollution; Landscape architecture; Diffusion; Hydrology (agriculture); Environmental science; Geography; Geology; Archaeology; Civil engineering; Geotechnical engineering; Engineering; Ecology; Thermodynamics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.000263906,0.000055069,0.000106515,0.00001524923,0.0001119391,0.000009502041,0.00005684673,0.00001674381,0.00009914907],"category_scores_gemma":[6.995887e-7,0.00001473934,0.0000180203,0.00007122126,0.00001083763,0.00004705901,0.00001195082,0.00008903642,4.391397e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001988271,"about_ca_system_score_gemma":0.000008845166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003911863,"about_ca_topic_score_gemma":0.0001266299,"domain_scores_codex":[0.9993516,0.00003620732,0.0002369472,0.00006030483,0.0002359295,0.0000789896],"domain_scores_gemma":[0.9998413,0.00001770157,0.00007405884,0.00001452254,0.0000245756,0.00002781788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009200856,0.000979973,0.6134115,0.00004108753,0.00006595146,0.00003138583,0.0132643,0.0006555669,0.3596631,0.00001097279,0.0003876271,0.01056848],"study_design_scores_gemma":[0.002088819,0.001585821,0.9381853,0.00009535901,0.00005486194,0.000507326,0.005336433,0.0004245844,0.03141762,0.0002701567,0.01971007,0.0003236958],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992823,0.00003461301,0.00009526181,0.0004700415,0.00003290339,0.00005853054,0.000002217674,0.000002370969,0.00002176811],"genre_scores_gemma":[0.9997253,0.00004595039,0.00004098771,0.00009118165,0.00001662745,0.000002439918,0.00002814548,5.36191e-7,0.00004878762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3282454,"threshold_uncertainty_score":0.1085613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01287468968860358,"score_gpt":0.1792962762721298,"score_spread":0.1664215865835262,"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."}}