{"id":"W2076349474","doi":"10.1126/science.1088667","title":"The Future for Fisheries","year":2003,"lang":"en","type":"article","venue":"Science","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":483,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Dalhousie University","funders":"","keywords":"Fishery; Fisheries management; Biodiversity; Ecosystem; Fisheries science; Ecosystem approach; Marine ecosystem; Fisheries law; Geography; Fishing; Environmental resource management; Business; Environmental science; Ecology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002661353,0.0005836975,0.0003583505,0.000755312,0.002334441,0.006893205,0.0008310055,0.00329534,0.05232784],"category_scores_gemma":[0.004961811,0.0001555212,0.0003953238,0.0009824651,0.005491894,0.01169638,0.003055687,0.003797357,0.009794151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003090014,"about_ca_system_score_gemma":0.005234947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00487912,"about_ca_topic_score_gemma":0.007145802,"domain_scores_codex":[0.9988303,0.0003718329,0.00004210358,0.0002089095,0.0003260124,0.0002208543],"domain_scores_gemma":[0.9978366,0.0003734165,0.0001525728,0.0003215439,0.0006207527,0.0006949343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004648933,0.00001719515,0.001209273,0.0001912176,0.000013521,0.00009645986,0.0004654383,0.0003126875,0.0002873713,0.6976993,0.1782106,0.1214505],"study_design_scores_gemma":[0.000002547117,0.00001221438,0.0005701776,0.0002628297,0.000004129051,0.0000843325,0.0005127169,0.00008482057,0.00003842481,0.09271439,0.9057056,0.000007821436],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.004501583,0.08697096,0.006284899,0.4462389,0.008810546,0.00002172954,0.0004075715,0.0001983354,0.4465656],"genre_scores_gemma":[0.3103189,0.2095351,0.02086183,0.1217021,0.01277498,0.000206628,0.0008462028,0.0002595696,0.3234947],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.05232784,"threshold_uncertainty_score":0.1750541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01171266673188031,"score_gpt":0.2497641438660957,"score_spread":0.2380514771342154,"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."}}