{"id":"W2130860302","doi":"10.1029/2007rg000243","title":"Developments in hydrometric network design: A review","year":2009,"lang":"en","type":"review","venue":"Reviews of Geophysics","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":348,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Network planning and design; Context (archaeology); Computer science; Environmental science; Environmental resource management; Telecommunications; Geography","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017785,0.0005433462,0.003938106,0.0001207882,0.00006700775,0.000005843947,0.0006945951,0.0001563578,0.000203929],"category_scores_gemma":[0.0001112069,0.0004038111,0.0005284373,0.002784622,0.0001063829,0.0001179623,0.0004461413,0.0003313208,0.002333316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001736709,"about_ca_system_score_gemma":0.00002604479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001432469,"about_ca_topic_score_gemma":0.000003601267,"domain_scores_codex":[0.9965456,0.000656719,0.00145767,0.0005514792,0.0002798401,0.0005087475],"domain_scores_gemma":[0.998288,0.0001486376,0.0009349421,0.0005619123,0.000005722634,0.00006082813],"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":[7.621437e-7,0.00006744522,0.0000149051,0.02632898,0.00004622031,0.000008502289,0.000008010321,0.00002591072,8.509877e-9,0.00002452094,0.01256656,0.9609082],"study_design_scores_gemma":[0.00005813635,0.0000437685,0.00005695723,0.05282614,0.0005589924,0.000002477989,1.373763e-7,0.000001287307,2.924753e-8,0.0002790571,0.945845,0.000328027],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.483829e-7,0.9892863,0.0001048439,0.00002091738,0.00008789669,0.002674439,0.000001502128,0.00001515358,0.007808798],"genre_scores_gemma":[3.855599e-7,0.9950274,0.003640756,0.0005699567,0.00004451359,0.0002647979,0.0000270553,0.00002495338,0.0004001694],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9605802,"threshold_uncertainty_score":0.9998414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06672369177699182,"score_gpt":0.3125948000675812,"score_spread":0.2458711082905894,"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."}}