{"id":"W4235886887","doi":"10.14430/arctic4558","title":"AINA News","year":2016,"lang":"en","type":"article","venue":"ARCTIC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"W. Garfield Weston Foundation; Association of Canadian Universities for Northern Studies; University of Alberta; ArcticNet; Directorate for Biological Sciences; Arctic Institute of North America","keywords":"Geography","routes":{"ca_aff":false,"ca_fund":true,"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":["insufficient_payload"],"category_scores_codex":[0.00007623194,0.00005140307,0.00005121019,0.00003305728,0.00002451186,0.000007317243,0.00008961107,0.00001598134,0.0009170593],"category_scores_gemma":[0.0002017436,0.00003078254,0.00002726835,0.00009103398,0.00003969933,0.0001032436,0.00002802967,0.00002416462,0.147022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007132488,"about_ca_system_score_gemma":0.0000154442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000203458,"about_ca_topic_score_gemma":0.0001508781,"domain_scores_codex":[0.9995192,0.00002882646,0.00006222725,0.0001158729,0.0000955962,0.0001782392],"domain_scores_gemma":[0.9995711,0.00006828382,0.00002241569,0.0002567919,0.00002424603,0.0000571306],"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":[0.0001023021,0.0002043088,0.4405031,0.00003169277,0.00008943956,0.0000787403,0.0006695467,0.000002715413,0.3218916,0.02855609,0.06528717,0.1425833],"study_design_scores_gemma":[0.002069053,0.0001470903,0.3675735,0.000139282,0.00004535765,0.00006261124,0.00005434292,0.0000219461,0.01103079,0.0375287,0.5808872,0.0004400984],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688714,0.00006019112,0.0001125508,0.003491548,0.0001782748,0.0001081639,0.000008462667,0.0002564586,0.02691294],"genre_scores_gemma":[0.9937772,0.000003649078,0.000216034,0.0002345957,0.00007645875,0.00000565467,4.936176e-7,0.00003173412,0.005654244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5156,"threshold_uncertainty_score":0.9999962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01683039701234201,"score_gpt":0.2476725518972285,"score_spread":0.2308421548848865,"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."}}