{"id":"W4251107140","doi":"10.1080/14634988.2016.1260416","title":"Preface","year":2017,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Associated Medical Services","funders":"","keywords":"Environmental science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008942888,0.0008181725,0.0006324628,0.001661675,0.002460974,0.003825003,0.001522677,0.001438285,0.6865684],"category_scores_gemma":[0.004337935,0.0003115245,0.0004991771,0.001579265,0.0006120309,0.003185754,0.002478696,0.002350407,0.4884719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00155665,"about_ca_system_score_gemma":0.00248757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003564609,"about_ca_topic_score_gemma":0.004435481,"domain_scores_codex":[0.9992505,0.00009482426,0.00005335945,0.0001659346,0.0003378092,0.00009761119],"domain_scores_gemma":[0.9979311,0.0002572195,0.00006681975,0.000219216,0.001093961,0.0004316152],"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":[0.00002752203,0.00002137716,0.0001467312,0.0001152167,0.000002112604,0.00007765932,0.00009668242,0.00004361789,0.0001427518,0.005360392,0.9489267,0.04503915],"study_design_scores_gemma":[0.000002457435,0.00000868074,0.0002482445,0.0000565037,7.869189e-7,0.00005183801,0.00007765985,0.00001611159,0.00004166222,0.0008995063,0.9985942,0.000002427142],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001148351,0.003862452,0.002498178,0.009730301,0.04753838,0.000367716,0.008446334,0.001006386,0.9254019],"genre_scores_gemma":[0.004632661,0.002339448,0.001092539,0.002720499,0.005566342,0.0001652498,0.007073017,0.0005077839,0.9759025],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3134316,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02757567385978504,"score_gpt":0.3402941126074122,"score_spread":0.3127184387476271,"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."}}