{"id":"W4236455092","doi":"10.1080/14634988.2015.1038204","title":"Foreword","year":2015,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; University of Toronto","funders":"","keywords":"Overexploitation; Fisheries management; Fishery; Fishing; Geography; Ichthyology; Modernization theory; Fish <Actinopterygii>; Political science; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004382881,0.0001947537,0.000329721,0.0002243482,0.0005953027,0.0001540663,0.0005844061,0.00004960788,0.00009659324],"category_scores_gemma":[0.00003187952,0.0001930598,0.00008181429,0.0004756936,0.00006335318,0.0001833587,0.000128022,0.0001034464,0.001541849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001128805,"about_ca_system_score_gemma":0.0002239646,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005260828,"about_ca_topic_score_gemma":0.02321622,"domain_scores_codex":[0.9962986,0.0006487659,0.0006247292,0.0004226137,0.001112042,0.0008932955],"domain_scores_gemma":[0.9985223,0.00004962495,0.0002152463,0.0005337891,0.00004142895,0.0006376402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004916602,0.0003505776,0.006041686,0.00178113,0.0003214956,0.00008551918,0.07220229,0.0004507248,1.115056e-7,0.5515126,0.173477,0.1937277],"study_design_scores_gemma":[0.0007338396,0.00009307802,0.0006433065,0.0001447601,0.00002694278,7.965473e-7,0.01777688,0.000757178,4.336231e-7,0.004225184,0.9753927,0.0002049202],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09518149,0.001572834,0.0473507,0.1195561,0.004450832,0.01127183,0.0000344337,0.001734496,0.7188473],"genre_scores_gemma":[0.9825674,0.00008893301,0.002709022,0.002437043,0.0002386738,0.0002215459,0.00001211554,0.00003372304,0.0116915],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.887386,"threshold_uncertainty_score":0.9992356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06296510008048523,"score_gpt":0.3376853972947301,"score_spread":0.2747202972142448,"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."}}