{"id":"W2904220062","doi":"10.1093/icesjms/fsy177","title":"Directly ageing the Caribbean spiny lobster, <i>Panulirus argus</i> with validated band counts from gastric mill ossicles","year":2018,"lang":"en","type":"article","venue":"ICES Journal of Marine Science","topic":"Crustacean biology and ecology","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Fulbright New Zealand; National Oceanic and Atmospheric Administration; Old Dominion University","keywords":"Spiny lobster; Panulirus argus; Crustacean; Moulting; Biology; Ossicles; Fishery; Zoology; Anatomy; Ecology; Larva","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":[0.0002765241,0.0003702057,0.0001450473,0.0007457504,0.0003201823,0.000429684,0.0002373258,0.0003875221,0.001007089],"category_scores_gemma":[0.0006779931,0.0001590501,0.0001512514,0.0002709029,0.0003694684,0.0002570167,0.000364007,0.0002127027,0.0004898261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001913483,"about_ca_system_score_gemma":0.0001512264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005124974,"about_ca_topic_score_gemma":0.01485367,"domain_scores_codex":[0.9997842,0.00002730964,0.00001815074,0.00008014856,0.00006284499,0.00002741904],"domain_scores_gemma":[0.9994074,0.0001027533,0.0002257037,0.00006467974,0.0001475807,0.00005194646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002049987,0.0000447418,0.2140131,0.00008347357,0.00003734928,0.0002289025,0.0003934343,0.00009007561,0.767656,0.0000300892,0.0001207432,0.01709708],"study_design_scores_gemma":[0.000006392115,0.0005115175,0.8854408,0.00002212021,0.00006114603,0.0007357954,0.0003084091,0.0004762164,0.1112286,0.00002310682,0.001170468,0.00001543068],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952626,0.0004329676,0.002514626,0.00001570009,0.00001099261,0.00005158978,0.0003677362,0.00005458937,0.001289026],"genre_scores_gemma":[0.9890605,0.00032123,0.008631214,0.00007000618,0.00001204031,0.00006770868,0.0005201827,0.00002620429,0.001290789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005124974,"threshold_uncertainty_score":0.01019031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009428054238295562,"score_gpt":0.2245200840558881,"score_spread":0.2150920298175926,"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."}}