{"id":"W2519213759","doi":"10.1111/faf.12180","title":"Reproductive resilience: a paradigm shift in understanding spawner‐recruit systems in exploited marine fish","year":2016,"lang":"en","type":"article","venue":"Fish and Fisheries","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":137,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"California Sea Grant, University of California, San Diego; Institute of Chemical and Engineering Sciences","keywords":"Biological dispersal; Reproductive success; Biology; Ecology; Fish stock; Spawn (biology); Population; Fecundity; Fishing","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005248341,0.0001963287,0.0002959431,0.0001210555,0.0001096531,0.0001255929,0.0002489955,0.0001191479,0.002548503],"category_scores_gemma":[0.0002443664,0.0001541325,0.00003058906,0.0005824178,0.0005385285,0.0008384115,0.0005136912,0.0002102033,0.00002032019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003794866,"about_ca_system_score_gemma":0.00002023975,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005881701,"about_ca_topic_score_gemma":0.02317335,"domain_scores_codex":[0.9978979,0.0001279045,0.0003608322,0.0006919338,0.0003483026,0.0005730822],"domain_scores_gemma":[0.9992442,0.0001479238,0.00006896101,0.000397193,0.000004920995,0.0001368464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001754583,0.00005222111,0.9821565,0.0000246267,0.000005828417,0.0000772504,0.0009539836,0.000005484891,0.00006827343,0.0008785828,0.005760138,0.009841638],"study_design_scores_gemma":[0.0009665861,0.000176913,0.9049568,0.00006405917,0.000003225993,0.00001729622,0.001771623,0.0001053384,0.00003947128,0.01120939,0.08031746,0.0003718773],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8465962,0.00001861623,0.0003291227,0.01709571,0.0002413461,0.0008121061,0.00003700415,0.00008054988,0.1347893],"genre_scores_gemma":[0.9965057,0.0003534891,0.00003277028,0.0002527874,0.00007337861,0.0001330349,0.00001086323,0.00002207697,0.002615948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1499094,"threshold_uncertainty_score":0.9983633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04314784965057764,"score_gpt":0.2447800050421532,"score_spread":0.2016321553915756,"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."}}