{"id":"W7018330102","doi":"","title":"Development of a sustainable water management strategy in the Alwahat area of Libya","year":2012,"lang":"en","type":"dissertation","venue":"Nottingham Trent University's Institutional Repository (Nottingham Trent Repository)","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Trent University; Nottingham Trent University","keywords":"Nucleofection; Tubulopathy; Exclosure; Work (physics); Diafiltration","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001229014,0.0002801469,0.0001708505,0.0006768664,0.00449689,0.003640737,0.0004482974,0.0009795135,0.002896572],"category_scores_gemma":[0.000712685,0.0001827551,0.0001794157,0.001608524,0.001306622,0.001577933,0.002100783,0.0006746343,0.0002856576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003000392,"about_ca_system_score_gemma":0.009558663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006079596,"about_ca_topic_score_gemma":0.01247586,"domain_scores_codex":[0.9995183,0.0001974361,0.00002247937,0.00002303019,0.00005346847,0.0001852027],"domain_scores_gemma":[0.9996847,0.00007511758,0.00005304132,0.0000102571,0.00006086846,0.000116054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003616655,0.001825313,0.1779129,0.002641409,0.0001308481,0.01089187,0.175539,0.004003114,0.02034381,0.1014791,0.0175518,0.4873191],"study_design_scores_gemma":[0.0001039646,0.0007930954,0.168213,0.002088811,0.00006485609,0.001299079,0.6264883,0.003140706,0.005146858,0.01621454,0.1763654,0.000081511],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9409176,0.002460541,0.0007903927,0.007496367,0.00006902002,0.0001249031,0.00003789112,0.00001600288,0.04808734],"genre_scores_gemma":[0.9850727,0.002629648,0.001790384,0.0005267112,0.00002532917,0.00008632529,0.00004557912,0.000003595453,0.009819754],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006079596,"threshold_uncertainty_score":0.02176946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01069966763723029,"score_gpt":0.191376045164178,"score_spread":0.1806763775269477,"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."}}