{"id":"W4213030890","doi":"10.14430/arctic68031","title":"Books Received and Papers to Appear in Arctic","year":2019,"lang":"en","type":"article","venue":"ARCTIC","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Arctic; The arctic; Oceanography; Environmental science; Physical geography; Geography; Climatology; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002911964,0.0000784398,0.00013766,0.00006785576,0.0001881545,0.0000237428,0.0001002875,0.00004347819,0.0002327834],"category_scores_gemma":[0.0002670528,0.00006957619,0.00002546088,0.000166241,0.0001577338,0.00006755591,0.00006388575,0.0001013136,0.0003483995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009241632,"about_ca_system_score_gemma":0.0000469741,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0174085,"about_ca_topic_score_gemma":0.008863044,"domain_scores_codex":[0.9991176,0.00008968195,0.0001099756,0.0002018918,0.0001569154,0.0003240099],"domain_scores_gemma":[0.9995736,0.0001420508,0.0000252766,0.0001178864,0.0000182225,0.0001229986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005403615,0.00005442685,0.7869461,0.00009856652,0.00005387385,0.00001282221,0.1462995,0.00001483263,0.0002647981,0.04964425,0.0007297039,0.01582714],"study_design_scores_gemma":[0.0005810458,0.0001251415,0.7674041,0.0001886899,0.00001795803,0.00000261506,0.02417271,0.00001388829,0.00001129098,0.006227337,0.2009326,0.0003226664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7450737,0.0001811503,0.000001443721,0.02956956,0.0001956581,0.0003948457,8.68325e-7,0.00003769661,0.224545],"genre_scores_gemma":[0.9855762,0.0001719314,0.0001503593,0.001873183,0.00006932268,0.00001142519,2.241645e-7,0.000007975666,0.01213935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2405025,"threshold_uncertainty_score":0.9891347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01562577826756649,"score_gpt":0.2879000218431791,"score_spread":0.2722742435756126,"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."}}