{"id":"W4246150778","doi":"10.1080/14634980802565901","title":"Preface","year":2008,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Icon; Citation; Ecosystem; Aquatic ecosystem; Ecosystem health; Library science; Geography; Ecology; Ecosystem services; Computer science; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006823601,0.0001780012,0.0002724853,0.00004580661,0.0004970154,0.000009145037,0.0002966707,0.00005821658,0.007627574],"category_scores_gemma":[0.000009048577,0.0001604156,0.0000559209,0.0002324729,0.00006865744,0.0001414185,0.0002007983,0.0001084105,0.03273009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004860389,"about_ca_system_score_gemma":0.0000262771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003531721,"about_ca_topic_score_gemma":0.00121942,"domain_scores_codex":[0.9979832,0.0001837475,0.0005151223,0.0004082625,0.0003683471,0.0005413474],"domain_scores_gemma":[0.9991076,0.00004163378,0.000200762,0.0004564449,0.000003080208,0.000190506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003998115,0.001146183,0.3177958,0.0007449211,0.000147888,0.0004785707,0.004110166,0.0007776587,0.00003412054,0.00430563,0.6026694,0.06774967],"study_design_scores_gemma":[0.003096819,0.0008581019,0.7598207,0.0002414103,0.0001311568,0.0002699574,0.001492374,0.02797731,0.0001636565,0.002088218,0.2025607,0.001299583],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.933075,0.00008012365,0.003405097,0.002716431,0.0006162761,0.001909975,0.000003930735,0.000179662,0.05801357],"genre_scores_gemma":[0.9840969,0.00007850083,0.002878856,0.002104233,0.00002880074,0.0001623447,0.000008392369,0.00001844918,0.01062356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4420249,"threshold_uncertainty_score":0.9932796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02211373993933714,"score_gpt":0.2478935003240228,"score_spread":0.2257797603846856,"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."}}