{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007260439,0.0001232114,0.0002217427,0.00001202688,0.0004231941,0.0000172565,0.0002322932,0.00007881663,0.0003852493],"category_scores_gemma":[0.0000206992,0.00004701678,0.00004898223,0.0001422555,0.00002935142,0.00004392433,0.0001137716,0.0001500636,0.0007173197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002757821,"about_ca_system_score_gemma":0.000005312397,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001647425,"about_ca_topic_score_gemma":0.031165,"domain_scores_codex":[0.9987953,0.00009503056,0.0003055912,0.0002947902,0.0001002145,0.0004090219],"domain_scores_gemma":[0.999525,0.0001381684,0.0001319206,0.00009297491,0.00001340203,0.00009849956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005803934,0.0005875615,0.1878705,0.0006856089,0.0004161325,0.00003687429,0.0005628784,0.000005359359,0.00251066,0.03083814,0.120454,0.6559741],"study_design_scores_gemma":[0.000247086,0.0003445157,0.6359656,0.00004068169,0.00001923759,0.00001029495,0.0008870846,0.0002037984,0.00004321306,0.001664184,0.3603295,0.0002447495],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695545,0.0001369836,0.000005272832,0.01882844,0.0008960936,0.0006583307,0.00001025154,0.000115573,0.009794517],"genre_scores_gemma":[0.9962767,0.00009619637,0.0002262572,0.002069106,0.0001483248,0.0001079218,0.00002238952,7.38729e-7,0.001052353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6557294,"threshold_uncertainty_score":0.9865137,"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."}}