{"id":"W3088180450","doi":"10.1139/as-2020-0026","title":"The littoral zone of polar lakes: inshore–offshore contrasts in an ice-covered High Arctic lake","year":2020,"lang":"en","type":"article","venue":"Arctic Science","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi; Center for Northern Studies","funders":"","keywords":"Oceanography; Littoral zone; Benthic zone; Sea ice; Arctic; Seabed gouging by ice; Arctic ice pack; Pelagic zone; Shelf ice; Geology; Drift ice; Antarctic sea ice; Submarine pipeline; Environmental science; Physical geography; Geography","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001165839,0.0001221869,0.0001774002,0.00005065103,0.0003108642,0.00008508933,0.001190574,0.00004689384,0.0007952004],"category_scores_gemma":[0.001311057,0.00008935788,0.00003691779,0.001169436,0.002280042,0.0006883625,0.0003952268,0.0002644178,0.0002340213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001672026,"about_ca_system_score_gemma":0.0001282964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001930005,"about_ca_topic_score_gemma":0.02411131,"domain_scores_codex":[0.9976336,0.0001396782,0.0002695927,0.000465171,0.0007222379,0.0007697201],"domain_scores_gemma":[0.9988793,0.0002236912,0.00008019215,0.0003792886,0.00003158532,0.000405967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000957033,0.0001109354,0.9643494,0.00001228299,0.000004317987,0.00002204173,0.001131593,0.0001721895,0.02997421,0.001038263,0.0001054939,0.00298355],"study_design_scores_gemma":[0.0004666061,0.000520352,0.9900661,0.00001168727,0.000003624685,0.000008732672,0.0004932462,0.003614954,0.001261347,0.001002554,0.002412054,0.000138708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996016,0.00005448527,0.00005023656,0.002880792,0.00009127702,0.0002485228,0.00001678398,0.00001552261,0.0006264271],"genre_scores_gemma":[0.9989167,0.00002744252,0.0002645207,0.0006837071,0.00003609813,0.00001283261,0.000004103621,0.000007783492,0.00004674055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02871286,"threshold_uncertainty_score":0.9936961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821510324314529,"score_gpt":0.2589680886197192,"score_spread":0.2407529853765739,"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."}}