{"id":"W4405515184","doi":"10.14321/aehm.027.04.05","title":"Foreword","year":2024,"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":"University of Toronto","funders":"","keywords":"Geography; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00132679,0.001129648,0.001181943,0.001753962,0.002915589,0.007342413,0.002225815,0.004582755,0.5118724],"category_scores_gemma":[0.01101386,0.0004155411,0.0008980463,0.001562253,0.0009849173,0.00607074,0.003203311,0.006466249,0.4920081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00171532,"about_ca_system_score_gemma":0.003231486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002256523,"about_ca_topic_score_gemma":0.002729491,"domain_scores_codex":[0.998276,0.0002080534,0.0001278927,0.0003134919,0.0008840418,0.0001904702],"domain_scores_gemma":[0.9947841,0.0007317975,0.0002030067,0.0003151086,0.002992163,0.000973771],"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":[0.000005847372,0.000007554097,0.00002556762,0.00005107896,8.813498e-7,0.0000233286,0.00002379857,0.000008007661,0.00002891477,0.0008367719,0.9773685,0.02161988],"study_design_scores_gemma":[0.000001834311,0.000005622154,0.00005873545,0.00006878806,9.141722e-7,0.00005182125,0.00004823841,0.000007584658,0.00002030881,0.0005286607,0.9992049,0.000002546456],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004941724,0.01414529,0.001976316,0.1286537,0.4156475,0.0002916718,0.002251749,0.001618264,0.4349214],"genre_scores_gemma":[0.002877766,0.009918489,0.001175055,0.05728426,0.08178792,0.0002359246,0.002606211,0.001217559,0.8428968],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5118724,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01178464376798781,"score_gpt":0.2564305211005546,"score_spread":0.2446458773325668,"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."}}