{"id":"W4416319918","doi":"10.1093/mcfafs/vtaf043","title":"Consequences of differing definitions of maturity for management regulations of a gastropod fishery","year":2025,"lang":"en","type":"article","venue":"Marine and Coastal Fisheries","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography","funders":"","keywords":"Whelk; Maturity (psychological); Bay; Stock assessment; Life history; Sexual maturity","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":[0.00005049447,0.00007408269,0.0001737032,0.00002586632,0.00006880317,0.000006139049,0.00006297815,0.00001902807,0.0001505272],"category_scores_gemma":[0.00002037544,0.00006237013,0.00005554418,0.0001156451,0.0005035946,0.0000611392,0.0004158306,0.00002517582,1.496788e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004922834,"about_ca_system_score_gemma":0.00000405361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006772769,"about_ca_topic_score_gemma":0.001239127,"domain_scores_codex":[0.9995115,0.00001035454,0.0002058895,0.0001091958,0.00007867908,0.00008431438],"domain_scores_gemma":[0.9997559,0.0000449279,0.00007415123,0.00009429158,0.00001742945,0.00001327254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001398056,0.0001654595,0.9205806,0.000831497,0.0001634777,0.000001015809,0.0003814205,0.00001468183,0.01081545,0.04313665,0.003171853,0.02059813],"study_design_scores_gemma":[0.0004190178,0.0001390439,0.9390729,0.00007297144,0.0000940656,0.000001466335,0.00146693,0.00002237835,0.01039683,0.04197092,0.006243767,0.0000997001],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8472055,0.00002302226,0.0006279105,0.0006618007,0.00003427956,0.0002346976,0.00009001353,0.00001083158,0.151112],"genre_scores_gemma":[0.9922515,0.0001441689,0.005835569,0.0000241283,0.000004098218,0.00002773959,0.0000171277,0.000002631906,0.00169305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1494189,"threshold_uncertainty_score":0.254338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01450787573993494,"score_gpt":0.2231224958921918,"score_spread":0.2086146201522568,"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."}}