{"id":"W2886446460","doi":"10.1126/sciadv.aat8351","title":"High seas fisheries play a negligible role in addressing global food security","year":2018,"lang":"en","type":"article","venue":"Science Advances","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Dalhousie University","funders":"National Geographic Society; Pew Charitable Trusts","keywords":"Food security; Fishery; Business; Fisheries science; Environmental science; Fisheries management; Fishing; Biology; Ecology; Agriculture","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":[0.0009246229,0.0003447006,0.000251482,0.0007725062,0.0004875984,0.001930024,0.0002310866,0.0003913098,0.00744629],"category_scores_gemma":[0.002343423,0.0001188589,0.0003977661,0.001224178,0.001024304,0.001819646,0.001575853,0.0003147244,0.0008490931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005928447,"about_ca_system_score_gemma":0.0009277182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006353258,"about_ca_topic_score_gemma":0.01236468,"domain_scores_codex":[0.9994773,0.0001196304,0.00004253181,0.00006890662,0.0001259863,0.000165659],"domain_scores_gemma":[0.998767,0.0001865914,0.0006052373,0.0001526768,0.0001597935,0.0001288174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002110543,0.00005716348,0.8155669,0.0005485734,0.000378717,0.0006950625,0.0009074989,0.002566749,0.002996669,0.04074896,0.004269861,0.1310528],"study_design_scores_gemma":[0.00002059018,0.0002589981,0.9029993,0.0009357492,0.000300738,0.0008347447,0.005317234,0.001791434,0.002356359,0.01133649,0.07381398,0.00003432334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8985968,0.004459931,0.002056685,0.003253063,0.0001216177,0.00002858926,0.001651171,0.00004675407,0.0897854],"genre_scores_gemma":[0.9939333,0.002064994,0.0006671033,0.0004357062,0.00004102246,0.000009545665,0.0003720042,0.000009859071,0.002466467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00744629,"threshold_uncertainty_score":0.02491033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01510090454203566,"score_gpt":0.2887504104512348,"score_spread":0.2736495059091991,"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."}}