{"id":"W3163849491","doi":"10.1080/26395916.2021.1912186","title":"Disentangling the complexity of socio-cultural values of temporary rivers","year":2021,"lang":"en","type":"article","venue":"Ecosystems and People","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universität Kassel; European Cooperation in Science and Technology; Ministerio de Ciencia, Innovación y Universidades; Canadian Institute for Advanced Research","keywords":"Ecosystem services; Stakeholder; Environmental resource management; Context (archaeology); Cultural values; Value (mathematics); Citizen journalism; Geography; Perception; Environmental planning; Sociology; Ecosystem; Political science; Public relations; Social science; Ecology; Environmental science; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.007325833,0.0002166254,0.0004029845,0.001700018,0.002431549,0.006751196,0.00054708,0.0005988979,0.0013684],"category_scores_gemma":[0.01075372,0.0001962219,0.0003354125,0.001390332,0.009580755,0.004269137,0.005886856,0.00092035,0.00004798068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001891399,"about_ca_system_score_gemma":0.001715711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00341763,"about_ca_topic_score_gemma":0.01150108,"domain_scores_codex":[0.9928668,0.005264287,0.0002636879,0.0003869797,0.0007602238,0.0004581211],"domain_scores_gemma":[0.9875544,0.008769402,0.001446182,0.0007339051,0.0007951595,0.0007009853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001642636,0.00007881528,0.1605059,0.000452234,0.000185775,0.001403654,0.6612035,0.0008575302,0.00351573,0.07269835,0.000511002,0.09842326],"study_design_scores_gemma":[0.00000688631,0.00009217674,0.1437582,0.0003824274,0.00005517483,0.0005494194,0.8032741,0.00104518,0.0005455287,0.03070247,0.01952441,0.00006401266],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757259,0.0005212077,0.004901424,0.0007651729,0.0000136011,0.00002437591,0.00003324051,0.000005164848,0.01800997],"genre_scores_gemma":[0.9989214,0.0001253277,0.000707044,0.0000564066,0.000004256688,0.000009791291,0.00000715793,0.000002534435,0.000165947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007325833,"threshold_uncertainty_score":0.03874314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02200741547731351,"score_gpt":0.2283941110946587,"score_spread":0.2063866956173452,"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."}}