{"id":"W61116653","doi":"10.1007/978-94-007-3934-5_10130-1","title":"Irrigation in Egypt","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Water management and technologies","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Irrigation; Water resource management; Geography; Agroforestry; Environmental science; Agronomy; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006307958,0.0001064493,0.0001162672,0.00001817578,0.0000224729,0.00002543513,0.0001722045,0.00018204,0.00169902],"category_scores_gemma":[0.000003966871,0.00003150787,0.00004213621,0.00002084202,0.00002690414,0.00002401569,0.00008522731,0.00009411761,0.0003788379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001125708,"about_ca_system_score_gemma":4.842862e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004847445,"about_ca_topic_score_gemma":0.001035189,"domain_scores_codex":[0.9995298,0.000002971912,0.0001137748,0.0001728802,0.00008360168,0.00009698755],"domain_scores_gemma":[0.9998753,0.00002312308,0.00004435984,0.00003650212,0.00000967806,0.00001101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001404398,0.000002483421,0.000102677,0.000003512478,0.000003590262,0.000002420471,0.000001769505,1.230354e-7,0.0002775096,0.7369804,0.003508392,0.2591157],"study_design_scores_gemma":[0.00002732038,0.00004921367,0.002698792,0.00002400055,0.000003583571,2.17786e-7,0.000006465271,0.000005295809,0.0001166754,0.2259759,0.7709511,0.0001414492],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002964485,0.00003031257,0.000003107584,0.001484076,0.00005175891,0.000117569,0.0000022435,0.0001833994,0.995163],"genre_scores_gemma":[0.126982,0.0000385664,0.00005204549,0.000134945,0.0000914374,0.000004291187,0.00007973438,5.535775e-7,0.8726164],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7674427,"threshold_uncertainty_score":0.9992136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02251738109858079,"score_gpt":0.1748997839526177,"score_spread":0.1523824028540369,"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."}}