{"id":"W4399888222","doi":"10.1007/s12237-024-01377-0","title":"What has Changed in 20 Years? Structure and Function of Soft-sediment Macrofauna in a Subarctic Embayment, Newfoundland (Canada)","year":2024,"lang":"en","type":"article","venue":"Estuaries and Coasts","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; McGill University; University of Manitoba","funders":"Fisheries and Oceans Canada","keywords":"Detritivore; Species evenness; Bay; Species richness; Ecology; Benthic zone; Community structure; Pelagic zone; Shoaling and schooling; Oceanography; Habitat; Biodiversity; Environmental science; Invertebrate; Geography; Biology; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001576745,0.00007019086,0.0001239855,0.0000786084,0.00005337852,0.00007281465,0.00004110522,0.00006797565,0.0005441037],"category_scores_gemma":[0.00001181789,0.00005749783,0.00000748959,0.0001217031,0.0001359922,0.0001433986,0.00002591187,0.0001450461,0.000001614409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007288069,"about_ca_system_score_gemma":0.0001168405,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2033421,"about_ca_topic_score_gemma":0.974036,"domain_scores_codex":[0.9993998,0.00004500464,0.0001080801,0.0001748867,0.00008816671,0.0001840504],"domain_scores_gemma":[0.9997786,0.0001025065,0.0000151828,0.00005041721,0.000007280346,0.00004598784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001168111,0.000004637279,0.952184,0.00005070084,0.0000181566,0.00003695819,0.0003926689,0.00001735842,0.000009616236,0.00005659136,0.0002076531,0.04690486],"study_design_scores_gemma":[0.0002415204,0.0001669638,0.9927387,0.00002843289,0.000005689144,0.00001156573,0.0003724594,0.001625676,0.000006485165,0.000951053,0.00379242,0.00005900086],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924799,0.005550802,0.000001289158,0.001358104,0.0004325033,0.000107145,0.00001258013,0.000004550729,0.00005308017],"genre_scores_gemma":[0.9991929,0.0004283818,0.000005010634,0.0001055749,0.00003757187,0.000001672231,0.00004560617,0.000001481914,0.0001818361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.770694,"threshold_uncertainty_score":0.801963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01267270252994482,"score_gpt":0.2147269617923676,"score_spread":0.2020542592624228,"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."}}