{"id":"W4404292687","doi":"10.1139/cjfas-2023-0326","title":"Hierarchical modelling of epibenthic communities on the Scotian Shelf and Gulf of Maine (Atlantic Canada) in support of conservation planning","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; Fisheries and Oceans Canada","funders":"Natural Resources Canada; Fisheries and Oceans Canada","keywords":"Oceanography; Fishery; Geography; Marine protected area; Ecology; Habitat; Biology; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.000397766,0.0002504751,0.0001908858,0.0004458761,0.0004001348,0.0006650555,0.0005867103,0.0002359112,0.0005472369],"category_scores_gemma":[0.001242486,0.0001862437,0.0003236441,0.0003936185,0.0004509859,0.0001745894,0.0005648666,0.0002615898,0.00004977687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003253362,"about_ca_system_score_gemma":0.003259655,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7882077,"about_ca_topic_score_gemma":0.82972,"domain_scores_codex":[0.9998611,0.00005326446,0.000005593453,0.00003537316,0.00001455511,0.00003010593],"domain_scores_gemma":[0.9995974,0.0001910673,0.00006294059,0.00002311784,0.00006455208,0.00006093004],"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":[0.0001351367,0.00004354824,0.1907705,0.00004416986,0.0001307351,0.0001731459,0.0003403706,0.7906654,0.001989616,0.002050048,0.0003671773,0.01329017],"study_design_scores_gemma":[0.000004962536,0.00000973476,0.04495201,0.000004338095,0.00001098596,0.000007488798,0.0001346331,0.9542784,0.00008891145,0.0003717837,0.0001318421,0.000004853037],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942216,0.00004269529,0.005011393,0.00005723377,0.000001823062,0.000013336,0.0001891807,0.00002761159,0.0004351454],"genre_scores_gemma":[0.9966891,0.00002533987,0.002779721,0.000005649406,9.276156e-7,0.000007464154,0.0001646063,0.00000491188,0.0003222661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2117923,"threshold_uncertainty_score":0.4260792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05646672763797637,"score_gpt":0.234150528586151,"score_spread":0.1776838009481746,"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."}}