{"id":"W4408965953","doi":"10.1029/2024ef004868","title":"A Skill Assessment Framework for the Fisheries and Marine Ecosystem Model Intercomparison Project","year":2025,"lang":"en","type":"article","venue":"Earth s Future","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Memorial University of Newfoundland; University of British Columbia; Fisheries and Oceans Canada","funders":"Spanish National Plan for Scientific and Technical Research and Innovation","keywords":"Environmental science; Coupled model intercomparison project; Ecosystem model; Ecosystem; Coastal ecosystem; Environmental resource management; Marine ecosystem; Ecosystem approach; Fishery; Oceanography; Climate change; Climate model; Ecology; Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002138083,0.0001157705,0.0001397955,0.00002223098,0.0002313003,0.0001194151,0.0002273554,0.00008516177,0.0009078137],"category_scores_gemma":[0.00003247189,0.00007335305,0.00004799547,0.0001746027,0.00007265301,0.0001081601,0.0005242227,0.0002721359,0.000005241433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003128736,"about_ca_system_score_gemma":0.00002872848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000169155,"about_ca_topic_score_gemma":0.001972605,"domain_scores_codex":[0.999191,0.00003436224,0.0001355372,0.0002441908,0.0001678537,0.0002270272],"domain_scores_gemma":[0.9995085,0.0001344131,0.00003107903,0.0002813226,0.0000104671,0.00003420891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001835831,0.0001100123,0.5407631,0.0002049976,0.00009790649,0.000003220438,0.001447928,0.0003274101,0.00002867753,0.0184988,0.09470531,0.343629],"study_design_scores_gemma":[0.0002341273,0.00008299896,0.08047052,0.00001456448,0.00001531452,0.000002007524,0.0009354447,0.129244,0.00002392403,0.003820576,0.7850355,0.0001209903],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1679045,0.0001942425,0.235968,0.03361539,0.00140108,0.004726975,0.0001172436,0.0001894496,0.5558832],"genre_scores_gemma":[0.8627253,0.0004605468,0.09506835,0.00181999,0.0005282781,0.0007651852,0.00003751525,0.00003536688,0.03855948],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6948208,"threshold_uncertainty_score":0.9939923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01424793868883097,"score_gpt":0.2962590044626374,"score_spread":0.2820110657738065,"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."}}