{"id":"W4242552829","doi":"10.1080/14634988.2013.857262","title":"Preface","year":2013,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"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":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008412676,0.000890934,0.0005890308,0.001696209,0.002606354,0.00416326,0.001665543,0.001310714,0.5846096],"category_scores_gemma":[0.003841827,0.0003103479,0.0005310074,0.001790031,0.0006850798,0.002888436,0.00245385,0.002216612,0.4168251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001537555,"about_ca_system_score_gemma":0.002948901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004314327,"about_ca_topic_score_gemma":0.00518099,"domain_scores_codex":[0.9992267,0.00008685123,0.0000544438,0.0001768198,0.0003418135,0.0001133019],"domain_scores_gemma":[0.99799,0.0002073903,0.00006484439,0.0002394528,0.001059507,0.0004387248],"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":[0.00003338253,0.00002896943,0.0002672685,0.0001592599,0.000003061418,0.0001358812,0.0001589429,0.00005692923,0.0001932946,0.006214265,0.9299769,0.06277181],"study_design_scores_gemma":[0.000002258456,0.0000102816,0.0003525398,0.00005091327,0.000001149009,0.00008128503,0.0001060772,0.00001733823,0.00005423965,0.0007952764,0.9985253,0.000003345934],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001617786,0.00475477,0.002601038,0.009095488,0.04402968,0.0004184917,0.009287714,0.001261317,0.9269337],"genre_scores_gemma":[0.007582564,0.003323812,0.001546672,0.002968251,0.005602195,0.0001778497,0.008883059,0.0005424836,0.9693731],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4153904,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009834231544510245,"score_gpt":0.2289852316407464,"score_spread":0.2191510000962361,"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."}}