{"id":"W2802763526","doi":"10.14430/arctic4601","title":"The North Pole Region as an Indicator of the Changing Arctic Ocean: The Need for Sustaining Observations","year":2018,"lang":"en","type":"article","venue":"ARCTIC","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arctic; Geopolitics; Hydrography; Oceanography; Circumpolar star; Sea ice; Climatology; North pole; The arctic; Arctic ice pack; Geology; Environmental science; Geography; Physical geography; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005212153,0.0001200096,0.0001079989,0.00004426993,0.001937367,0.00006684312,0.0005916973,0.00004102916,0.00004427092],"category_scores_gemma":[0.0004171335,0.0000583678,0.00009037391,0.0004531448,0.0005478936,0.0001931829,0.00004304503,0.0001629768,0.00001703717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001315352,"about_ca_system_score_gemma":0.0001448684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002343929,"about_ca_topic_score_gemma":0.004497326,"domain_scores_codex":[0.998818,0.0001084682,0.0002246268,0.0001873693,0.0002391069,0.0004223722],"domain_scores_gemma":[0.998373,0.0007517966,0.0002063414,0.0004578301,0.0001416269,0.00006939145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004744321,0.00001294719,0.9859625,0.00002523793,0.00003513846,7.228811e-7,0.00541344,0.0001980302,0.000001567576,0.003818936,0.00008153998,0.004402484],"study_design_scores_gemma":[0.000238255,0.0002871088,0.9443938,0.00004230432,0.00007875701,0.00003109605,0.01333285,0.02862925,0.0000115089,0.008815913,0.004002721,0.0001364238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909818,0.0000473766,0.0003002925,0.007570166,0.0004116168,0.0004306764,0.00001461642,0.00002151873,0.0002218961],"genre_scores_gemma":[0.9973335,0.00002549192,0.0002131556,0.001610456,0.0003136602,0.000003481402,0.00003147218,0.000007642327,0.000461181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0415687,"threshold_uncertainty_score":0.999362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02064125900529336,"score_gpt":0.2237320198235003,"score_spread":0.2030907608182069,"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."}}