{"id":"W4247425289","doi":"10.1080/14634988.2018.1549424","title":"Foreword","year":2018,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resource (disambiguation); Aquatic ecosystem; Geography; Environmental planning; Political science; Environmental protection; Business; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00212772,0.001234088,0.001165038,0.001613378,0.003988636,0.007453129,0.002435047,0.005345565,0.4867484],"category_scores_gemma":[0.02185441,0.0004865412,0.0009570692,0.001284809,0.001675271,0.006509874,0.00422433,0.009055153,0.5046175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002525475,"about_ca_system_score_gemma":0.004238318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003165405,"about_ca_topic_score_gemma":0.003646359,"domain_scores_codex":[0.9972534,0.0003770197,0.0001735031,0.0005292911,0.001330425,0.000336442],"domain_scores_gemma":[0.9898978,0.001472903,0.0004454178,0.0005518073,0.005542559,0.002089441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000557319,0.000006106044,0.0000294019,0.00003500294,9.726385e-7,0.00002248996,0.00003408151,0.000005426758,0.00002435763,0.0009494259,0.987382,0.01150499],"study_design_scores_gemma":[0.0000022275,0.000006754011,0.00007145596,0.00009128077,0.000001049787,0.0000761855,0.00008756229,0.000008266045,0.00002328087,0.0006003408,0.9990283,0.000003300676],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005294255,0.009550346,0.002088256,0.2406044,0.3432068,0.0002946781,0.002054712,0.001421308,0.40025],"genre_scores_gemma":[0.003375133,0.005684237,0.0009263895,0.1032145,0.05330269,0.0002226125,0.001776914,0.001131011,0.8303664],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5132515,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02805803413704669,"score_gpt":0.3282589955965738,"score_spread":0.3002009614595271,"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."}}