{"id":"W3211061460","doi":"10.5260/chara.23.2.5","title":"Arctic Science and Technology Information System","year":2021,"lang":"en","type":"article","venue":"The Charleston Advisor","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arctic; The arctic; Variety (cybernetics); Database; Subject (documents); Online database; Subject access; Library science; Geography; Computer science; World Wide Web; Oceanography; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003393897,0.00006576484,0.00007745091,0.0001025403,0.0003359588,0.000113203,0.0001773322,0.00003462029,0.0005023121],"category_scores_gemma":[0.0001036377,0.00004322271,0.00001051036,0.0006795367,0.0003072101,0.000375313,0.0000325538,0.00008980349,0.0004936885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009935623,"about_ca_system_score_gemma":0.00008678247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002933529,"about_ca_topic_score_gemma":0.0004740486,"domain_scores_codex":[0.9993578,0.00001797377,0.0001083806,0.0001130533,0.0002059757,0.000196879],"domain_scores_gemma":[0.9994833,0.00004108156,0.00004557313,0.0001984206,0.0001754503,0.00005614324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000540784,0.00001839492,0.8029643,0.0005272183,0.00002121203,0.00005478287,0.006683125,0.00006198345,0.006500603,0.008197696,0.001478659,0.173438],"study_design_scores_gemma":[0.0006841815,0.0001195258,0.9042152,0.0001813355,0.00003785689,0.001223501,0.02166163,0.01172898,0.004959004,0.0005829261,0.05420662,0.0003992484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884445,0.0006931656,0.00001006834,0.005076231,0.0003026674,0.0001147428,0.0001569092,0.00006695702,0.005134775],"genre_scores_gemma":[0.9991885,0.0001427628,0.00002875999,0.0004259194,0.00004319462,0.000001653109,0.0000834489,0.000001180245,0.00008455055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1730387,"threshold_uncertainty_score":0.6345531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01681788937114436,"score_gpt":0.2116806690757977,"score_spread":0.1948627797046533,"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."}}