{"id":"W3134038642","doi":"10.1080/16000870.2021.1890412","title":"Recent advances in polar low research: current knowledge, challenges and future perspectives","year":2021,"lang":"en","type":"article","venue":"Tellus A Dynamic Meteorology and Oceanography","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Current (fluid); Engineering ethics; Political science; Data science; Computer science; Engineering; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008790966,0.0002074445,0.0003154911,0.0003833617,0.0002836502,0.00002689669,0.0001416051,0.0001582695,0.0002230473],"category_scores_gemma":[0.00005888931,0.000176086,0.00005696075,0.000555618,0.0007297606,0.000238892,0.00005675321,0.0006504221,0.00001105344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007648011,"about_ca_system_score_gemma":0.00007109533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008453144,"about_ca_topic_score_gemma":0.002565146,"domain_scores_codex":[0.9978616,0.000574946,0.0002333452,0.0006058234,0.0001808152,0.00054343],"domain_scores_gemma":[0.9989983,0.0004459999,0.00005334185,0.0002065925,0.0001338802,0.0001619019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00009345828,0.0001008344,0.08918837,0.0001148541,0.00002833478,0.00005023707,0.005620024,0.00000823759,0.000003111481,0.004141944,0.0000177573,0.9006329],"study_design_scores_gemma":[0.000941157,0.000402564,0.684507,0.00009736188,0.00003201775,0.0002022969,0.03216188,0.005331711,0.000003167104,0.02652859,0.2493504,0.0004418889],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.4097289,0.5862781,0.00002303155,0.001355387,0.0002998007,0.00009576191,0.00002216257,0.00001932085,0.00217743],"genre_scores_gemma":[0.456555,0.5429947,0.0002858834,0.00003638196,0.00007980431,0.000001111246,0.00003148241,0.00000357133,0.0000120785],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9001909,"threshold_uncertainty_score":0.7180579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0224786587557359,"score_gpt":0.2851515515046695,"score_spread":0.2626728927489336,"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."}}