{"id":"W2023774045","doi":"10.14430/arctic522","title":"Population Genetics, Life History, and Ecology of Arctic Marine Fishes","year":2004,"lang":"en","type":"article","venue":"ARCTIC","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bay; Arctic; Ecology; Range (aeronautics); Bycatch; Fishery; Geography; Biodiversity; Population; Gadus; Trawling; Oceanography; Biology; Fishing; Fish <Actinopterygii>","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000079089,0.00005777039,0.00009949997,0.00002097425,0.00004910525,0.000001435844,0.00005567446,0.0000309807,0.001070702],"category_scores_gemma":[0.00008368921,0.00005732389,0.00001440643,0.00003301732,0.000193039,0.0000551472,0.0002073284,0.00003974365,0.0000587497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001884983,"about_ca_system_score_gemma":0.000003504402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002542049,"about_ca_topic_score_gemma":0.01394158,"domain_scores_codex":[0.9995608,0.00001885881,0.0001099591,0.0001405153,0.00005645765,0.0001133566],"domain_scores_gemma":[0.999788,0.0000300676,0.00005317683,0.00009450567,0.000003751891,0.00003052958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004968713,0.00004239953,0.9978245,0.00002359298,0.00001597939,0.000001800275,0.000115395,0.0004705057,0.00001859971,0.0003792425,0.000742325,0.0003606828],"study_design_scores_gemma":[0.0002517939,0.00008077556,0.9907159,0.000002861329,0.00002658262,0.00000192932,0.00001803088,0.00003125671,0.000007897771,0.007335444,0.001472037,0.00005554735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936572,0.0000465646,0.00001138981,0.001483347,0.0001507087,0.000104978,2.969843e-7,0.00001205024,0.004533483],"genre_scores_gemma":[0.9977384,0.0001303074,0.0007141442,0.0009906664,0.00001144617,0.000007575854,0.000003320358,0.000004234281,0.0003998564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01139953,"threshold_uncertainty_score":0.9998425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009974270732566225,"score_gpt":0.1896370853882521,"score_spread":0.1796628146556858,"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."}}