{"id":"W4415199627","doi":"10.1093/icesjms/fsaf177","title":"Spatio-temporal variability of <i>Nephrops norvegicus</i> density distribution on the Aran grounds and its implications for ecosystem-based fishery management","year":2025,"lang":"en","type":"article","venue":"ICES Journal of Marine Science","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Northwestern University; University of Oxford; International Council for the Exploration of the Sea; Strong; University of Cambridge; Natural Environment Research Council; University College Cork; McGill University","keywords":"Fishing; Habitat; Marine protected area; Burrow; Trawling; Fish stock; Abundance (ecology); Spatial variability; Spatial distribution","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0002509333,0.00006594478,0.0001014573,0.0005870666,0.0001047388,0.0002556583,0.0001746016,0.00009645744,0.0007816595],"category_scores_gemma":[0.0004516498,0.00005815601,0.0001392098,0.0004491178,0.0001812742,0.0001836653,0.0002730239,0.00009266602,0.0001619669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000276719,"about_ca_system_score_gemma":0.0001599182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02395029,"about_ca_topic_score_gemma":0.05522101,"domain_scores_codex":[0.9998952,0.00002197892,0.000008701113,0.00003576671,0.00001931841,0.00001903585],"domain_scores_gemma":[0.9996551,0.00005890791,0.0001518542,0.0000222926,0.00007494249,0.00003690288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005300729,0.0000155188,0.9903228,0.00002173681,0.00004688221,0.00005758339,0.0002396308,0.0003756413,0.002419011,0.00005727575,0.0001890411,0.006201753],"study_design_scores_gemma":[3.737273e-7,0.00001000296,0.9991436,0.000004188844,0.000003611244,0.00002296735,0.0002121544,0.0003543597,0.00006011701,0.0000107408,0.0001761577,0.000001702101],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988279,0.00004372578,0.0001040214,0.00001285712,0.000001697911,0.000002551462,0.0002852337,0.000003295479,0.0007187963],"genre_scores_gemma":[0.9994501,0.00002521541,0.00009890558,0.00000341094,0.000001520169,0.000003551541,0.000214453,0.000001042797,0.0002016968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02395029,"threshold_uncertainty_score":0.04762173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009466701591653252,"score_gpt":0.2461416937018661,"score_spread":0.2366749921102129,"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."}}