{"id":"W2316306796","doi":"10.1093/icesjms/fsq194","title":"Satellites and fisheries: a personal view","year":2011,"lang":"en","type":"article","venue":"ICES Journal of Marine Science","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; Fisheries and Oceans Canada","funders":"","keywords":"Fisheries science; Stock assessment; Fishery; Fisheries management; Key (lock); Ecosystem; Stock (firearms); Satellite; Marine ecosystem; Marine fisheries; Environmental resource management; Environmental science; Oceanography; Geography; Computer science; Fishing; Ecology; Geology; Engineering; 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":[0.001126923,0.001956807,0.0009787192,0.004373915,0.0007836404,0.003577155,0.001084644,0.003808344,0.1410169],"category_scores_gemma":[0.002265503,0.000592676,0.0007088853,0.003789306,0.0009169692,0.006572756,0.00185694,0.004168777,0.1234871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009156914,"about_ca_system_score_gemma":0.0007169484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003779279,"about_ca_topic_score_gemma":0.005949814,"domain_scores_codex":[0.9992873,0.00007409532,0.00007205822,0.0001656918,0.000353207,0.00004767566],"domain_scores_gemma":[0.9973798,0.0004571391,0.0001795425,0.0001948912,0.001314202,0.0004743674],"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":[0.00001526179,0.00001580514,0.0001956528,0.0001748011,0.000006907902,0.00005218759,0.00002120188,0.00008483,0.0001954969,0.001115498,0.9025296,0.09559276],"study_design_scores_gemma":[0.000003059869,0.00001099521,0.0003026756,0.0003058795,0.000004522279,0.000181963,0.0000265833,0.0000303801,0.00005164272,0.0007002984,0.9983737,0.000008286661],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0005509238,0.4811088,0.003696264,0.1074911,0.1026968,0.0000729853,0.002783238,0.001184098,0.3004158],"genre_scores_gemma":[0.003720586,0.2735326,0.002250536,0.04438127,0.1252476,0.000061568,0.001601504,0.0004496902,0.5487547],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1410169,"threshold_uncertainty_score":0.4717486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0314529917269925,"score_gpt":0.2510299614178051,"score_spread":0.2195769696908126,"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."}}