{"id":"W3107962788","doi":"10.1525/elementa.076","title":"Stress factors resulting from the Arctic vernal sea-ice melt","year":2020,"lang":"en","type":"article","venue":"Elementa Science of the Anthropocene","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Salinity; Sea ice; Algae; Biology; Arctic; Bacteria; Arctic ice pack; Oceanography; Botany; Ecology; Geology","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004466376,0.000144316,0.0001517884,0.00001790534,0.001093624,0.00009036639,0.001596506,0.00002468301,0.001672389],"category_scores_gemma":[0.0003665918,0.00007441104,0.00008178716,0.0006457914,0.001647952,0.0003661911,0.0001694134,0.000218424,0.00003059774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001648724,"about_ca_system_score_gemma":0.0001834448,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01455513,"about_ca_topic_score_gemma":0.0006794136,"domain_scores_codex":[0.9979913,0.00008174158,0.0002879815,0.0003380481,0.0008971188,0.0004037636],"domain_scores_gemma":[0.9989288,0.0002776709,0.0002359116,0.0003432888,0.00007239166,0.0001419202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002039243,0.00001311962,0.9938577,0.000008166188,0.00001586809,0.000001327472,0.001292813,0.0006861137,0.0004002202,0.00004617715,0.0002072449,0.003450833],"study_design_scores_gemma":[0.0002446087,0.00009312935,0.9615979,0.00005658924,0.00003755342,0.000001728127,0.00815666,0.01899612,0.01011633,0.0003024453,0.0002500859,0.000146835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897164,0.00007888926,0.0001074365,0.008177349,0.0005483982,0.0001513748,0.000395481,0.00001644733,0.0008081871],"genre_scores_gemma":[0.9981074,0.00006045588,0.0005956992,0.001028217,0.0001611302,2.200585e-7,0.00002986755,0.000003486978,0.00001357441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03225981,"threshold_uncertainty_score":0.9992402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02191556200924386,"score_gpt":0.2416552964465699,"score_spread":0.219739734437326,"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."}}