{"id":"W4414301555","doi":"10.32942/x22d24","title":"Trophic Reorganization and Energy Deficit: A Multispecies Size-Spectrum Model of the Grand Banks","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Market Dynamics and Volatility","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Capelin; Biomass (ecology); Forage fish; Trophic level; Ecosystem; Population; Fishing; Trophic cascade; Groundfish","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004747099,0.0004515852,0.000417197,0.0003892406,0.0006438305,0.0009112643,0.001506458,0.001030055,0.002503694],"category_scores_gemma":[0.0009430867,0.0003530116,0.0008007403,0.0002984139,0.0008463202,0.000863779,0.0009802259,0.0005772667,0.0002279233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001269986,"about_ca_system_score_gemma":0.0009629301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08243654,"about_ca_topic_score_gemma":0.04054301,"domain_scores_codex":[0.9998925,0.00004160224,0.000004081632,0.00002110675,0.000008936496,0.00003181082],"domain_scores_gemma":[0.9996297,0.0001112223,0.00007194473,0.00001747557,0.00003643118,0.0001331406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001508971,0.00009024919,0.01383155,0.0000191775,0.00005457736,0.0003855999,0.0001948589,0.9707687,0.002203277,0.01005821,0.0006191698,0.001623613],"study_design_scores_gemma":[0.00002616235,0.00002784886,0.002340314,0.000003628324,0.00001082674,0.00002026019,0.00008603368,0.9954627,0.00002847167,0.001838692,0.0001476651,0.000007359801],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841743,0.00006143018,0.01045316,0.000373374,0.00001644111,0.00001844298,0.000156115,0.00003270254,0.00471418],"genre_scores_gemma":[0.9956519,0.00006546528,0.001874436,0.00008967195,0.000008476067,0.00003681681,0.00007534217,0.00001547734,0.002182526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08243654,"threshold_uncertainty_score":0.1639134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0178258123933732,"score_gpt":0.1928206109645887,"score_spread":0.1749947985712155,"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."}}