{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001183889,0.0001097103,0.0002084278,0.00003591586,0.002053738,0.0002934336,0.0007166983,0.00004606251,0.0001651536],"category_scores_gemma":[0.00005055009,0.00009920643,0.00004890447,0.00004875857,0.00005197537,0.0003480186,0.0001265172,0.00007745089,0.00054892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003154152,"about_ca_system_score_gemma":0.0001110922,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006732282,"about_ca_topic_score_gemma":0.01764992,"domain_scores_codex":[0.9983242,0.0001469607,0.0003063295,0.0002564783,0.0004694187,0.0004966017],"domain_scores_gemma":[0.9986028,0.00002042558,0.0004616057,0.0007205479,0.0000196676,0.0001749451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002065062,0.0001017896,0.02960285,0.001647782,0.0001788228,0.00004518104,0.0236406,0.00003533301,0.000001975686,0.4799653,0.2014207,0.263339],"study_design_scores_gemma":[0.0003970097,0.00004059561,0.05236798,0.0002808128,0.00001362653,5.301325e-7,0.003097126,0.0001712468,0.000005724251,0.005453255,0.9379987,0.000173404],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2036597,0.0005952711,0.001629166,0.06557433,0.003994279,0.003376241,0.00002348071,0.0002745102,0.7208731],"genre_scores_gemma":[0.9861798,0.0004166346,0.0007254042,0.0009101834,0.0002810853,0.00004547313,0.000002324224,0.00001138213,0.01142767],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7825202,"threshold_uncertainty_score":0.999882,"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."}}