{"id":"W3034285889","doi":"10.3390/su12114714","title":"Global Marine Fishing across Space and Time","year":2020,"lang":"en","type":"article","venue":"Sustainability","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Andlinger Center for Energy and the Environment, Princeton University; Princeton Environmental Institute, Princeton University; National Aeronautics and Space Administration; Office of the Dean for Research, Princeton University; AgBioResearch, Michigan State University; National Science Foundation","keywords":"Exclusive economic zone; Fishing; Threatened species; Livelihood; Geography; Fishery; International waters; Fisheries management; Ecology; Biology; Agriculture","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004047084,0.0003125074,0.0002642054,0.001634849,0.0005767033,0.001473167,0.0003672527,0.0001911059,0.00342397],"category_scores_gemma":[0.001708159,0.0001319393,0.000483678,0.004762415,0.0009168883,0.002101886,0.002524391,0.0004134637,0.0004571237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008450578,"about_ca_system_score_gemma":0.0006535374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04073481,"about_ca_topic_score_gemma":0.07700947,"domain_scores_codex":[0.9996644,0.00005105941,0.00002835768,0.0001263965,0.00007786232,0.0000519961],"domain_scores_gemma":[0.9994484,0.0000528906,0.0002128598,0.000121753,0.0001001986,0.00006391126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005775887,0.00001867904,0.7653377,0.000308935,0.0006437985,0.0004084308,0.005325489,0.007536497,0.001333067,0.02524967,0.01122807,0.1825518],"study_design_scores_gemma":[0.00000339718,0.00003340446,0.9463611,0.000145996,0.00009860549,0.0002201936,0.004845411,0.002749438,0.0001585694,0.01187026,0.03348424,0.000029413],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9225148,0.002561731,0.009673349,0.00197604,0.0001006937,0.00003795435,0.007318761,0.0002160044,0.05560057],"genre_scores_gemma":[0.9940559,0.0008984079,0.001542539,0.0001785181,0.00002158634,0.00002173856,0.001356447,0.00003469031,0.00189026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04073481,"threshold_uncertainty_score":0.08099538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007822840121854203,"score_gpt":0.2667005895216239,"score_spread":0.2588777493997697,"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."}}