{"id":"W2790663679","doi":"10.3390/w10020135","title":"Sustainable Ice-Jam Flood Management for Socio-Economic and Socio-Ecological Systems","year":2018,"lang":"en","type":"article","venue":"Water","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; University of Saskatchewan","keywords":"Flood myth; Flooding (psychology); Wetland; Environmental science; Ecosystem; Environmental resource management; Geography; Ecology; Water resource management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001105108,0.0003670749,0.0001865857,0.000788814,0.001639046,0.002420964,0.0004337229,0.0007159704,0.001566974],"category_scores_gemma":[0.001117057,0.00007320575,0.0002322132,0.0006075992,0.001073471,0.001503828,0.002426376,0.0004629543,0.0001486636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002057865,"about_ca_system_score_gemma":0.005088993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00466292,"about_ca_topic_score_gemma":0.01522484,"domain_scores_codex":[0.9996542,0.0001782477,0.00001470644,0.00001562248,0.00005196875,0.00008539182],"domain_scores_gemma":[0.9996587,0.00008032688,0.00005825187,0.00001558844,0.00007127306,0.0001158534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007949879,0.0004264305,0.05185135,0.001907763,0.0002243112,0.001379012,0.009543281,0.04243595,0.005310616,0.2648912,0.04323359,0.5787171],"study_design_scores_gemma":[0.00004154823,0.0005813457,0.06565955,0.002251488,0.00024402,0.0004874565,0.05780279,0.04807013,0.002257846,0.3527483,0.4697314,0.0001242283],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5365339,0.05919871,0.09067679,0.09317535,0.0008486349,0.0006508077,0.0008025087,0.00033428,0.217779],"genre_scores_gemma":[0.972789,0.01355348,0.009347884,0.0007771509,0.0001102522,0.0001121752,0.0001109998,0.00001068101,0.00318839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00466292,"threshold_uncertainty_score":0.0149309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0086137420677478,"score_gpt":0.2032631986127238,"score_spread":0.194649456544976,"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."}}