{"id":"W4249495583","doi":"10.14430/arctic4712","title":"AINA News","year":2018,"lang":"en","type":"article","venue":"ARCTIC","topic":"Transportation Systems and Infrastructure","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Exeter; Polar Knowledge Canada","keywords":"Geography","routes":{"ca_aff":false,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000453868,0.00005878131,0.00006187018,0.00005482081,0.00008587661,0.00007880585,0.00007637879,0.00002384837,0.001364192],"category_scores_gemma":[0.00001520915,0.00004841992,0.00002783626,0.0001732303,0.00003151441,0.0004443594,0.000009836997,0.00003619728,0.002415976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005377852,"about_ca_system_score_gemma":0.000004697881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001451799,"about_ca_topic_score_gemma":0.0006178205,"domain_scores_codex":[0.9995909,0.000001420458,0.0001057881,0.0001045974,0.00008670635,0.0001105942],"domain_scores_gemma":[0.9997239,0.000004070705,0.0000555496,0.0001175417,0.00009383188,0.000005131372],"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":[0.00002925468,0.00002998197,0.7775509,0.0002228663,0.00003450571,0.0000111827,0.0003344954,0.00001404363,0.0008537876,0.1697125,0.02973532,0.02147119],"study_design_scores_gemma":[0.0001815311,0.000005482149,0.4125891,0.00001736536,0.00001126323,0.00000117961,0.00009872942,0.0001111131,0.0000208909,0.004767062,0.5821092,0.00008712154],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8906818,0.0000254741,0.0005577633,0.001220586,0.001099887,0.0001289886,8.738585e-7,0.0001464417,0.1061382],"genre_scores_gemma":[0.9933462,5.401361e-7,0.0001354836,0.003560055,0.002251081,0.00000291016,0.00000728872,0.000009564894,0.0006869095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5523739,"threshold_uncertainty_score":0.9995487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0104450476657987,"score_gpt":0.2069723164922627,"score_spread":0.196527268826464,"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."}}