{"id":"W3040023963","doi":"10.14430/arctic70428","title":"Long-term, Harvest-based Monitoring of Ringed Seal Body Condition and Reproduction in Canada’s Western Arctic: An Update through 2019 + Supplementary Appendix 1 (See Article Tools)","year":2020,"lang":"en","type":"article","venue":"ARCTIC","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Alberta Environment and Protected Areas; Fisheries and Oceans Canada","funders":"Fisheries and Oceans Canada; Fisheries Joint Management Committee","keywords":"Blubber; Arctic; Sea ice; Sculpin; Fur seal; Biology; Marine mammal; Foraging; Oceanography; Ecology; Environmental science; Fishery; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002099584,0.0001671406,0.000228148,0.00003883083,0.000116992,0.00005209392,0.000149548,0.00003796232,0.0007879967],"category_scores_gemma":[0.00005889677,0.0001666292,0.00002915041,0.000158334,0.00008727421,0.0007749976,0.00002345247,0.0002138778,0.00003303744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005817811,"about_ca_system_score_gemma":0.0002786054,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6033942,"about_ca_topic_score_gemma":0.813557,"domain_scores_codex":[0.9984148,0.0001155505,0.0003672419,0.0004519177,0.0003003411,0.0003501806],"domain_scores_gemma":[0.9992996,0.0001039849,0.0001403099,0.0002445188,0.00004241522,0.000169143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001264778,0.00002772185,0.9943976,0.0001449147,0.00002082939,0.00004509712,0.0004188048,0.002996017,0.00020099,0.00001019156,0.00002201584,0.001589278],"study_design_scores_gemma":[0.0007009001,0.0002036861,0.9916465,0.00006886733,0.00004302004,0.00002122708,0.0006175069,0.005484645,0.000898939,0.0000648505,0.00006065786,0.0001891433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964431,0.00007024016,0.0001208009,0.002576362,0.0002488099,0.0002484674,0.0002627798,0.00001772615,0.00001170924],"genre_scores_gemma":[0.9975429,0.00006979961,0.0007868341,0.0005307173,0.0001528218,0.000001899226,0.0008965136,0.000008734175,0.000009796432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2101628,"threshold_uncertainty_score":0.8628011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01977323566194443,"score_gpt":0.2390195275765632,"score_spread":0.2192462919146188,"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."}}