{"id":"W4220939418","doi":"10.1111/rec.13680","title":"The dynamics of exploited marine fish populations and Humpty Dumpty: similarities and differences","year":2022,"lang":"en","type":"article","venue":"Restoration Ecology","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; Memorial University of Newfoundland; Queen's University; Fisheries and Oceans Canada","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Groundfish; Fishing; Gadus; Fishery; Population; Geography; Marine protected area; Fisheries management; Fish <Actinopterygii>; Ecology; 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":[0.0002178992,0.000112483,0.000177835,0.0009823766,0.0004849788,0.0006126915,0.0004111904,0.0002992512,0.002263846],"category_scores_gemma":[0.0009236641,0.00008990428,0.0001406215,0.0006692879,0.001242265,0.0006706975,0.001354996,0.0003211382,0.0001757044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005159847,"about_ca_system_score_gemma":0.0002866985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006002907,"about_ca_topic_score_gemma":0.02015912,"domain_scores_codex":[0.9998558,0.00002385088,0.000008223901,0.00004278069,0.00003043582,0.00003898411],"domain_scores_gemma":[0.9995272,0.00004776977,0.0002235554,0.00003431768,0.0000519793,0.0001152671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003808634,0.0000714515,0.8870094,0.0001405266,0.0001346199,0.001629141,0.01210328,0.0007540556,0.01592766,0.003804996,0.0008524779,0.07719151],"study_design_scores_gemma":[0.000002145876,0.0001005719,0.9902565,0.00002455019,0.00000922382,0.0006721136,0.005918276,0.0002403056,0.000374612,0.0003790175,0.002014807,0.000007691994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977974,0.0001749112,0.0001475798,0.00006348012,0.000001890024,0.000004495286,0.00004147641,0.000005275911,0.001763597],"genre_scores_gemma":[0.9986653,0.0002361993,0.000166396,0.00004083789,0.000004180057,0.000005478068,0.00005946101,0.000003054924,0.0008190467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006002907,"threshold_uncertainty_score":0.01193595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02811678991634538,"score_gpt":0.2501455964881765,"score_spread":0.2220288065718311,"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."}}