{"id":"W4206463594","doi":"10.14430/arctic70691","title":"AINA News","year":2020,"lang":"en","type":"article","venue":"ARCTIC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003254834,0.00005153368,0.00006093788,0.00001299935,0.0000245872,0.00001374397,0.0000954268,0.00001340768,0.0005729336],"category_scores_gemma":[0.0002223812,0.00004948762,0.00002934388,0.0002006453,0.00002034816,0.00006626985,0.00003650711,0.00007063302,0.09891915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000254646,"about_ca_system_score_gemma":0.00001580887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001820313,"about_ca_topic_score_gemma":0.00003964769,"domain_scores_codex":[0.9995489,0.00002578702,0.00006314836,0.000125754,0.00009861158,0.0001378645],"domain_scores_gemma":[0.9997014,0.00002327372,0.00001937928,0.0001285201,0.00001681322,0.000110644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003770779,0.0003429673,0.4484983,0.0003389668,0.0002670965,0.0005102207,0.01912413,0.0006849923,0.1488883,0.02670807,0.322728,0.03153185],"study_design_scores_gemma":[0.001695373,0.0003533234,0.1203778,0.00003291893,0.00009378131,0.00003257345,0.0005227223,0.004569332,0.004647226,0.005548795,0.8615491,0.0005770706],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9358447,0.0001726572,0.00009107937,0.02172504,0.0001328961,0.0002185147,0.00001083315,0.0006019783,0.04120234],"genre_scores_gemma":[0.9955257,0.000001484806,0.0003925315,0.003693205,0.0001250304,0.000003244935,0.00000328076,0.00003310476,0.0002224494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5388211,"threshold_uncertainty_score":0.9017825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03862543372712377,"score_gpt":0.251480622383969,"score_spread":0.2128551886568452,"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."}}