{"id":"W3101214065","doi":"10.5751/es-11887-250422","title":"Socio-hydrology: an interplay of design and self-organization in a multilevel world","year":2020,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Water Resources and Management","field":"Environmental Science","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Purdue University; National Science Foundation","keywords":"Multilevel model; Hydrology (agriculture); Geography; Ecology; Mathematics; Geology; Statistics; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003228472,0.0002373722,0.0003250052,0.001136004,0.001552179,0.005678668,0.0005881739,0.0009463956,0.002999],"category_scores_gemma":[0.005513571,0.0003738858,0.0004065254,0.0007688591,0.008747732,0.005887903,0.00405757,0.001090135,0.0003609452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00223585,"about_ca_system_score_gemma":0.002228595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002845555,"about_ca_topic_score_gemma":0.006023824,"domain_scores_codex":[0.9981933,0.001088803,0.00006601682,0.0002027099,0.0002994432,0.0001497507],"domain_scores_gemma":[0.9943771,0.002623165,0.0006821759,0.0008165048,0.0005404336,0.0009606265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009191169,0.0002174078,0.07858889,0.0004598227,0.0002730847,0.0005255642,0.01798294,0.01569337,0.00622847,0.7279417,0.009981478,0.1420154],"study_design_scores_gemma":[0.00003988965,0.0001951092,0.06486257,0.0002352981,0.00009704705,0.0002937795,0.009472486,0.0172949,0.001159398,0.8144159,0.09183087,0.0001027592],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.576509,0.006957023,0.2427596,0.05859826,0.0003535791,0.0002138725,0.000428994,0.000682132,0.1134976],"genre_scores_gemma":[0.9791134,0.0008499356,0.01732479,0.0005260575,0.00005494527,0.00007407698,0.00005528272,0.00007510315,0.001926375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005678668,"threshold_uncertainty_score":0.01707399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009336522431384267,"score_gpt":0.2124306237396609,"score_spread":0.2030941013082767,"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."}}