{"id":"W2898335031","doi":"","title":"Sea Ice Research: Recent Findings and Outstanding Issues in Relation to Arctic Development","year":2018,"lang":"en","type":"article","venue":"The 28th International Ocean and Polar Engineering Conference","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"ASL Environmental Sciences (Canada)","funders":"","keywords":"Relation (database); Sea ice; Arctic ice pack; Arctic; Oceanography; The arctic; Climatology; Geography; Geology; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.001017204,0.00006456926,0.00006829048,0.0001360747,0.0003491615,0.00008805023,0.0001426811,0.00003080882,0.00003750097],"category_scores_gemma":[0.0006073723,0.0000508447,0.000006319915,0.0001611609,0.0001594963,0.0001001959,0.0001049858,0.0001448557,0.0000150337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001259432,"about_ca_system_score_gemma":0.00005444672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008755993,"about_ca_topic_score_gemma":0.0005888818,"domain_scores_codex":[0.9992414,0.00005339546,0.0001166683,0.0001277303,0.0002592498,0.0002015212],"domain_scores_gemma":[0.9995816,0.0001585697,0.00001641138,0.00004989348,0.0001226554,0.00007088679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006155627,0.00002613767,0.1176888,0.00003753426,0.00007783846,0.000004994115,0.3456226,0.00003610177,0.0001989048,0.526571,0.002618276,0.007056187],"study_design_scores_gemma":[0.0002441225,0.00005863887,0.4175202,0.0003797828,0.000005722965,0.000003943725,0.006867505,0.001579835,0.000215641,0.003391515,0.5694972,0.0002359355],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9342686,0.0003153102,0.0008078532,0.05415124,0.0003454663,0.0002038092,0.000004541506,0.00003802734,0.009865168],"genre_scores_gemma":[0.9970894,0.0006791638,0.0007591231,0.0001262385,0.0001922805,0.000002546885,0.000001150709,0.000005014478,0.001145057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5668789,"threshold_uncertainty_score":0.2685504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09207571794881213,"score_gpt":0.3717703805596883,"score_spread":0.2796946626108761,"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."}}