{"id":"W4416209389","doi":"10.1111/geb.70150","title":"Environmental Filtering Drives Widespread Trait Convergence in Marine Demersal Ray‐Finned Fishes","year":2025,"lang":"en","type":"article","venue":"Global Ecology and Biogeography","topic":"Ichthyology and Marine Biology","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Bundesamt für Naturschutz; European Commission","keywords":"Demersal zone; Trait; Demersal fish; Fishing; Biodiversity; Trophic level; Ecosystem; Taxon; Marine ecosystem","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005553738,0.000224789,0.0003010925,0.0007329886,0.0003348004,0.0005530978,0.0002722956,0.0002760018,0.001956695],"category_scores_gemma":[0.001366441,0.0002057836,0.0003914879,0.000523906,0.0006310832,0.0003188572,0.0005017536,0.0001942582,0.0001520174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003379111,"about_ca_system_score_gemma":0.0002341046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006622168,"about_ca_topic_score_gemma":0.01149845,"domain_scores_codex":[0.9997237,0.00006995387,0.00002398661,0.0001066719,0.00003551479,0.00004020509],"domain_scores_gemma":[0.9990895,0.0002580811,0.0003601748,0.0001033241,0.00008960297,0.00009935859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008826188,0.00001076679,0.9869829,0.00002399331,0.0001302782,0.00005847718,0.0002056741,0.0005372802,0.008967417,0.00006746768,0.00004815398,0.002879252],"study_design_scores_gemma":[8.174267e-7,0.000008677326,0.9993047,0.000002077229,0.000008272741,0.00001852403,0.00009728767,0.0004045034,0.00009614286,0.00003540476,0.00002176549,0.000001791178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996287,0.00003008711,0.0001329247,0.000009864869,6.398597e-7,8.028303e-7,0.00004649675,0.000003788378,0.000146681],"genre_scores_gemma":[0.9997967,0.00001394645,0.0000743569,0.000005350134,0.000001021182,0.000001074098,0.00005647283,0.000001300229,0.00004968457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006622168,"threshold_uncertainty_score":0.01316726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002832813746717552,"score_gpt":0.1937045036437919,"score_spread":0.1908716898970744,"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."}}