{"id":"W4312410096","doi":"10.1139/facets-2021-0061","title":"A novel morphometry-based method for assessing maturity in male Tanner crab,<i> Chionoecetes bairdi</i>","year":2022,"lang":"en","type":"article","venue":"FACETS","topic":"Crustacean biology and ecology","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Oceanic and Atmospheric Administration","keywords":"Chela; Carapace; Maturity (psychological); Population; Sexual maturity; Biology; Fishery; Statistics; Metric (unit); Mathematics; Ecology; Demography; Crustacean; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0003263343,0.0002850433,0.0002100196,0.001693927,0.0002537845,0.000389102,0.0003304027,0.0002974572,0.0008519333],"category_scores_gemma":[0.00104666,0.0001878644,0.0002364555,0.00091099,0.0002326826,0.0003471037,0.0003891278,0.0002586216,0.0002975726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003191774,"about_ca_system_score_gemma":0.0003577761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005498954,"about_ca_topic_score_gemma":0.01583624,"domain_scores_codex":[0.9998214,0.00002685414,0.00001525816,0.00006555024,0.00005702995,0.00001397499],"domain_scores_gemma":[0.9992212,0.0001356678,0.0002837163,0.000065788,0.0002475585,0.0000460562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002137776,0.0001628694,0.4043541,0.0001955185,0.0001377926,0.000174421,0.0004232764,0.005792974,0.1937783,0.0006214094,0.001678558,0.3924671],"study_design_scores_gemma":[0.00002627902,0.0002114798,0.8507676,0.00002332998,0.00006742626,0.001201766,0.0003101809,0.1274913,0.01755944,0.0003546955,0.001891849,0.00009462564],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7050022,0.0002888771,0.2891019,0.0001542862,0.00006156044,0.0002069869,0.001439199,0.001282086,0.002462846],"genre_scores_gemma":[0.7457373,0.0001489968,0.2517602,0.00006830241,0.00003286964,0.0001988501,0.0005526476,0.00006077318,0.00144007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005498954,"threshold_uncertainty_score":0.01093388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01978632260721943,"score_gpt":0.2839668276270217,"score_spread":0.2641805050198023,"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."}}