{"id":"W2123250342","doi":"10.1577/t03-216.1","title":"Impact of Invalid Biological Assumptions and Misapplication of Maturity Criteria on Size‐at‐Maturity Estimates for American Lobster","year":2005,"lang":"en","type":"article","venue":"Transactions of the American Fisheries Society","topic":"Crustacean biology and ecology","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"American lobster; Homarus; Maturity (psychological); Biology; Fishery; Reproduction; Hatching; Zoology; Crustacean; Ecology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1935932,0.0008958853,0.0008615132,0.004265813,0.002201692,0.003383963,0.003170422,0.001618414,0.001839787],"category_scores_gemma":[0.5329652,0.0008302156,0.001270709,0.003634488,0.002362326,0.002740411,0.003569359,0.00260404,0.0006585189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004809054,"about_ca_system_score_gemma":0.002337658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03015989,"about_ca_topic_score_gemma":0.02289857,"domain_scores_codex":[0.8220312,0.1288384,0.0144995,0.006911951,0.02606303,0.001655969],"domain_scores_gemma":[0.3151609,0.5403631,0.06530946,0.02319642,0.05360731,0.002362706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00206072,0.0001595305,0.829711,0.0008174549,0.001065018,0.000896731,0.004457777,0.02630891,0.002501253,0.008318862,0.01103176,0.112671],"study_design_scores_gemma":[0.0001897861,0.001812196,0.7726551,0.003487771,0.001278584,0.002000127,0.007945703,0.1251328,0.02042454,0.01712786,0.04745698,0.0004884899],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8357431,0.00715006,0.1123918,0.01238317,0.001739971,0.0006984848,0.003019579,0.0007644367,0.02610935],"genre_scores_gemma":[0.9673588,0.0005613449,0.02747252,0.002522835,0.0001869239,0.0002635984,0.0007024602,0.0001795061,0.0007520058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1935932,"threshold_uncertainty_score":0.9944431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02256873317713245,"score_gpt":0.2906550308962834,"score_spread":0.268086297719151,"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."}}