{"id":"W4282006037","doi":"10.1016/j.biocon.2022.109595","title":"Scientists' warning of an imperiled ocean","year":2022,"lang":"en","type":"article","venue":"Biological Conservation","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada; University of British Columbia","funders":"","keywords":"Marine ecosystem; Biodiversity; Warning system; Fishing; Ecosystem; Environmental resource management; Greenhouse gas; Business; Environmental science; Environmental planning; Natural resource economics; Interim; Environmental protection; Geography; Fishery; Ecology; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007294493,0.0006416084,0.0004243815,0.001255682,0.003755132,0.004064002,0.001090363,0.02967043,0.005617505],"category_scores_gemma":[0.0349096,0.0004903068,0.0008570796,0.0006884857,0.004307816,0.003521766,0.002667032,0.03059858,0.00202555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001941052,"about_ca_system_score_gemma":0.005473797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009169228,"about_ca_topic_score_gemma":0.01277478,"domain_scores_codex":[0.9965914,0.001100958,0.0002649716,0.0003250081,0.001352845,0.0003649202],"domain_scores_gemma":[0.9832788,0.008852048,0.001397219,0.001007731,0.003838743,0.001625462],"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":[0.00009975737,0.00002352975,0.001158245,0.00008313439,0.00002438778,0.0004891255,0.00101192,0.0001120145,0.0004573982,0.009286828,0.9779583,0.009295418],"study_design_scores_gemma":[0.00004037741,0.00003971004,0.001333378,0.0001706681,0.00002792406,0.0001973086,0.001060195,0.0001083545,0.0005303827,0.008075433,0.9883884,0.00002788217],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002147667,0.001572532,0.0003056167,0.9326786,0.05224626,0.000009681534,0.0001432142,0.00004374903,0.01085277],"genre_scores_gemma":[0.03566482,0.002037783,0.0009233968,0.8764127,0.04494114,0.00004372276,0.0001796903,0.00007881069,0.03971799],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02967043,"threshold_uncertainty_score":0.03857744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02181945381770299,"score_gpt":0.2225618601176973,"score_spread":0.2007424062999943,"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."}}