{"id":"W4387600529","doi":"10.1016/j.ecss.2023.108520","title":"Impacts of stronger winds and less sea ice on Canadian Beaufort Sea shelf ecosystems since the late 1990s","year":2023,"lang":"en","type":"article","venue":"Estuarine Coastal and Shelf Science","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada; Université Laval; ArcticNet; Université du Québec à Montréal","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; HORIZON EUROPE Framework Programme; Polar Knowledge Canada","keywords":"Oceanography; Arctic; Sea ice; Arctic sea ice decline; Environmental science; Water column; Geology; Marine ecosystem; Arctic ice pack; Climatology; Ecosystem; Antarctic sea ice; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.001616117,0.0001461823,0.0002008843,0.0002542558,0.0008338112,0.00008713901,0.000405858,0.00007311055,0.0001050783],"category_scores_gemma":[0.0001245428,0.00009441697,0.00002458962,0.0008482381,0.001525041,0.0002554613,0.0001003948,0.0002606628,0.0001041563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002581031,"about_ca_system_score_gemma":0.0003593398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.160134,"about_ca_topic_score_gemma":0.7402757,"domain_scores_codex":[0.9983006,0.00009409522,0.0001814223,0.0003444921,0.000365557,0.0007138978],"domain_scores_gemma":[0.9988855,0.0003436931,0.0000534742,0.0002289924,0.000068731,0.0004196629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002306192,0.000005395782,0.9973763,0.00002663871,0.000007457007,0.00003744183,0.0003062677,0.0002000341,0.00002815669,0.0002364387,0.0001147127,0.001638153],"study_design_scores_gemma":[0.0001617236,0.0002138674,0.9880369,0.00002208737,0.000006056949,0.00006866919,0.0004571045,0.01006925,0.00009735976,0.0001717505,0.0005812282,0.0001140262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876799,0.0001528672,0.000001052674,0.001996622,0.000209117,0.0001745207,0.00008501321,0.00002186783,0.009679054],"genre_scores_gemma":[0.9988151,0.0001194825,0.00001113316,0.0001209299,0.00003070893,0.000001703477,0.00003879883,0.000002461436,0.0008597479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5801417,"threshold_uncertainty_score":0.8454587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0188139542035625,"score_gpt":0.2387644821673288,"score_spread":0.2199505279637663,"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."}}