{"id":"W2103859098","doi":"10.2983/035.031.0409","title":"The Impact of Increased Accuracy in Geoduck (<i>Panopea generosa</i>) Age Determination on Recommended Exploitation Rates","year":2012,"lang":"en","type":"article","venue":"Journal of Shellfish Research","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Fishing; Biology; Fishery; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007218553,0.0001088224,0.000195901,0.0002535786,0.0001792424,0.0001071479,0.0005621209,0.00006904247,0.001511201],"category_scores_gemma":[0.002424093,0.00006818866,0.0001180119,0.0007019025,0.000216937,0.0008324015,0.0002439165,0.0006867861,0.00004556974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005417048,"about_ca_system_score_gemma":0.00007953118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001145502,"about_ca_topic_score_gemma":0.0002063191,"domain_scores_codex":[0.9966642,0.000867233,0.0005521039,0.0001273603,0.001204513,0.0005846163],"domain_scores_gemma":[0.997313,0.001812337,0.0002432196,0.0002728192,0.0001423917,0.0002162117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00101777,0.000664098,0.7381181,0.00001832979,0.00002921166,0.00003669349,0.001170958,0.0001248024,0.04348584,0.0000286788,0.01839399,0.1969116],"study_design_scores_gemma":[0.001082745,0.001228779,0.968889,0.00003222097,0.000004349247,0.00002015146,0.00107777,0.0008619083,0.01758701,0.0007921258,0.008287739,0.000136192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706621,0.00004066802,0.0000118149,0.0004864809,0.00006196014,0.0002362503,0.000002295173,0.000002295832,0.02849616],"genre_scores_gemma":[0.9983968,0.0006181051,0.0002227382,0.00002300511,0.0001333487,0.00001286027,0.000003103201,0.00001446753,0.0005755911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2307709,"threshold_uncertainty_score":0.9994016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09678267824991124,"score_gpt":0.4127353810270986,"score_spread":0.3159527027771873,"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."}}