{"id":"W2724625586","doi":"10.1098/rsos.170215","title":"Signatures of the collapse and incipient recovery of an overexploited marine ecosystem","year":2017,"lang":"en","type":"article","venue":"Royal Society Open Science","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University; Bedford Institute of Oceanography; Université du Québec à Montréal; Fisheries and Oceans Canada; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Agence Nationale de la Recherche","keywords":"Groundfish; Ecosystem; Marine protected area; Regime shift; Biomass (ecology); Community structure; Marine ecosystem; Fishing; Ecology; Environmental science; Fisheries management; Fishery; Biology; Habitat","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005945142,0.0001564751,0.0002564295,0.0009777928,0.0004725618,0.0006244694,0.0003107912,0.0003399579,0.0006043841],"category_scores_gemma":[0.001732331,0.0001516298,0.0001931362,0.0007117195,0.0007251688,0.0004772389,0.0009406363,0.0004734184,0.0001004423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000637442,"about_ca_system_score_gemma":0.0005100286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01933392,"about_ca_topic_score_gemma":0.04573422,"domain_scores_codex":[0.9998086,0.00003278456,0.00001930064,0.00003959592,0.00004409277,0.00005564628],"domain_scores_gemma":[0.9987186,0.0001252092,0.0006928884,0.00007936564,0.0001808782,0.0002031143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001409254,0.00003404425,0.9832618,0.00001971823,0.00003863043,0.0001112093,0.0005687966,0.00031929,0.01133329,0.00008384008,0.00008864073,0.003999693],"study_design_scores_gemma":[6.615938e-7,0.00002133858,0.9992849,0.000002233416,0.00000349917,0.00002485799,0.0002431983,0.0002134238,0.0001282498,0.00001455276,0.00006084029,0.000002146162],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995988,0.00002848565,0.00004135998,0.00001558206,5.484389e-7,0.000001685437,0.00005935934,0.00000250352,0.0002516705],"genre_scores_gemma":[0.999645,0.00003331232,0.00007606274,0.00001212447,0.000001687112,0.0000027572,0.0001497542,0.000001369106,0.00007792009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01933392,"threshold_uncertainty_score":0.03844279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01586370376135629,"score_gpt":0.2729219541571699,"score_spread":0.2570582503958136,"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."}}