{"id":"W2041553619","doi":"10.1002/ird.1888","title":"DRAINAGE ON WATERLOGGED AGRICULTURAL AREAS","year":2014,"lang":"en","type":"article","venue":"Irrigation and Drainage","topic":"Water resources management and optimization","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"International Centre for Infectious Diseases","funders":"","keywords":"Citation; Drainage; Agriculture; Library science; Sociology; Social science; Geography; Political science; Computer science; Archaeology; Ecology; 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":[],"consensus_categories":[],"category_scores_codex":[0.00009844451,0.0001149849,0.00008574336,0.00006913629,0.00008616218,0.00009868315,0.000058288,0.00004363804,0.0000360033],"category_scores_gemma":[0.0000113031,0.00008865083,0.0000240588,0.00008447246,0.00002134469,0.000135165,0.00001657245,0.00006319183,0.00007505471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001774522,"about_ca_system_score_gemma":4.859744e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003421362,"about_ca_topic_score_gemma":0.000004137564,"domain_scores_codex":[0.9994985,0.00002537545,0.000107691,0.0001268589,0.00009714108,0.0001443869],"domain_scores_gemma":[0.9997972,0.00001710971,0.00001835296,0.0001012364,0.00001348707,0.0000525804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002958125,0.00005746663,0.000154967,0.0002795361,0.00007059852,0.000009371037,0.004760921,0.1065103,0.005227748,0.8392214,0.004122798,0.03955538],"study_design_scores_gemma":[0.003445951,0.0004007721,0.09843186,0.0001845545,0.00008929447,0.00001197409,0.0008856024,0.5562204,0.01160816,0.203749,0.1234491,0.001523276],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1618273,0.00001660809,0.007947185,0.0003580133,0.0001744058,0.0001857281,0.000001643718,0.0004549342,0.8290341],"genre_scores_gemma":[0.9972674,0.000001048822,0.0002517941,0.0001680399,0.00009579761,0.00001098909,0.00006726727,0.0000143063,0.002123385],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.83544,"threshold_uncertainty_score":0.3615076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004089032042731658,"score_gpt":0.1613580660094054,"score_spread":0.1572690339666738,"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."}}