{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001198676,0.0008756178,0.0007341327,0.001924616,0.002660312,0.003952714,0.00152178,0.001519128,0.7033315],"category_scores_gemma":[0.005469122,0.0003399549,0.0005740317,0.001675299,0.0005661168,0.003120817,0.002591508,0.002453143,0.5190349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001849413,"about_ca_system_score_gemma":0.002810442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004413777,"about_ca_topic_score_gemma":0.006145986,"domain_scores_codex":[0.999088,0.0001002356,0.00006384352,0.0001840996,0.0004429102,0.0001207943],"domain_scores_gemma":[0.9971602,0.0002969532,0.00009740041,0.0002682332,0.001542489,0.0006348501],"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":[0.00001940407,0.00001529161,0.0001076926,0.00006444754,0.000001287411,0.0000389883,0.00006076,0.0000239707,0.00008310279,0.002771305,0.9677751,0.0290386],"study_design_scores_gemma":[0.00000209264,0.000008263833,0.0002378502,0.00004557039,6.304837e-7,0.00003871867,0.00006718726,0.00001226521,0.00002847635,0.0006389697,0.9989179,0.000002160918],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001238936,0.004257781,0.002321093,0.01525372,0.06074538,0.0004015308,0.01149852,0.001374781,0.9029082],"genre_scores_gemma":[0.003321295,0.002120447,0.001012492,0.003083602,0.005540774,0.0001459602,0.007813013,0.0005464851,0.9764159],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.7033315,"threshold_uncertainty_score":0,"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."}}