{"id":"W2793183561","doi":"10.3390/w10030282","title":"Geospatial Modeling of River Systems","year":2018,"lang":"en","type":"article","venue":"Water","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security","funders":"","keywords":"Geospatial analysis; River ecosystem; Fluvial; STREAMS; Context (archaeology); Habitat; Environmental science; Hydrology (agriculture); Aquatic ecosystem; Ecology; Geography; Geology; Computer science; Remote sensing; Geomorphology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007179925,0.0007538555,0.0006010234,0.001204063,0.000753899,0.002585616,0.00163596,0.001075961,0.006093852],"category_scores_gemma":[0.002879853,0.000615503,0.001191414,0.002655196,0.0008104132,0.002200378,0.00169832,0.0009996174,0.0008135906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001141608,"about_ca_system_score_gemma":0.001260138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04451677,"about_ca_topic_score_gemma":0.03506789,"domain_scores_codex":[0.9994031,0.0002414625,0.00005433421,0.0001032114,0.0001556905,0.00004217862],"domain_scores_gemma":[0.9991822,0.0004076303,0.00009044893,0.0001179795,0.0001390948,0.00006262489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001110071,0.00001689463,0.001194469,0.00005175424,0.00005992157,0.00007258335,0.0001013858,0.9041342,0.000187048,0.08128045,0.004083121,0.008807002],"study_design_scores_gemma":[0.000008448623,0.000005137895,0.0003317856,0.00001246752,0.00001137712,0.00002122821,0.00003765334,0.9521443,0.00008453729,0.03454742,0.01278718,0.000008523897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0359423,0.001616117,0.9162627,0.002989566,0.0003394865,0.0002067298,0.009326281,0.002959009,0.03035784],"genre_scores_gemma":[0.6640488,0.003738134,0.3047657,0.0003761561,0.0002606852,0.0005655923,0.008587657,0.0008243671,0.01683282],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04451677,"threshold_uncertainty_score":0.08851528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009984317246161285,"score_gpt":0.1933566971245204,"score_spread":0.1833723798783591,"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."}}