{"id":"W4249568749","doi":"10.1080/14634988.2010.507502","title":"Preface","year":2010,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Fish Biology and Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Freshwater ecosystem; Biodiversity; Freshwater fish; Threatened species; Context (archaeology); Aquatic ecosystem; Habitat; Fishery; Ecosystem health; Ecology; Ecosystem; Environmental protection; Ecosystem services; Fish <Actinopterygii>; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001008641,0.0008629757,0.00061502,0.001742254,0.003041644,0.003850556,0.001423731,0.001609489,0.5409836],"category_scores_gemma":[0.004373177,0.0002828742,0.0005105119,0.001698122,0.0008007025,0.003531566,0.002709343,0.002461489,0.3228804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001750469,"about_ca_system_score_gemma":0.002527013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003791195,"about_ca_topic_score_gemma":0.004708958,"domain_scores_codex":[0.9991524,0.0001183363,0.00006496401,0.0001908736,0.0003519937,0.0001214751],"domain_scores_gemma":[0.998075,0.0002783921,0.00009029771,0.0002164145,0.0009623703,0.0003774653],"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":[0.00003167323,0.00002163701,0.0002835789,0.0001413982,0.000002862334,0.0001256889,0.0002212056,0.0000459566,0.0001861786,0.01080494,0.9406306,0.04750432],"study_design_scores_gemma":[0.000001687033,0.000006852778,0.0002687016,0.00005052655,7.306514e-7,0.00006050408,0.0001009672,0.0000133185,0.00003867246,0.0009307264,0.9985252,0.000002189521],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002010205,0.00692518,0.002996168,0.01726587,0.05494781,0.0003341651,0.00858527,0.0008208689,0.9061145],"genre_scores_gemma":[0.007697114,0.00379571,0.001403637,0.004662267,0.007559368,0.0001698608,0.006637257,0.0004658435,0.9676089],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5409836,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444525624119168,"score_gpt":0.2346133770641108,"score_spread":0.2201681208229191,"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."}}