{"id":"W4213172858","doi":"10.14430/arctic356","title":"AINA News","year":2009,"lang":"en","type":"article","venue":"ARCTIC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Directorate for Biological Sciences; University of British Columbia; University of Alberta","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":[],"category_scores_codex":[0.0000655062,0.00005599076,0.00005858815,0.00003850891,0.00003295981,0.00001530877,0.0000865379,0.00001720881,0.0002493022],"category_scores_gemma":[0.00008976677,0.00005239188,0.00002981088,0.0001673381,0.00001540374,0.00008377479,0.000008506277,0.00006167503,0.04067818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005144521,"about_ca_system_score_gemma":0.00001275652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001544579,"about_ca_topic_score_gemma":0.00005921605,"domain_scores_codex":[0.9995205,0.00002253939,0.00006635541,0.0001097652,0.0001023939,0.0001784597],"domain_scores_gemma":[0.9996582,0.00001753941,0.00002079493,0.0002269524,0.00002028899,0.00005622888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003112259,0.001624789,0.1785775,0.00006100105,0.0001375701,0.0004989624,0.005287604,0.0005176447,0.1590905,0.1108367,0.1941517,0.3489048],"study_design_scores_gemma":[0.0009443537,0.0003101541,0.790505,0.0000349255,0.00004291928,0.00007222222,0.00008450195,0.0003721091,0.002127964,0.05650717,0.148638,0.0003607417],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9232931,0.0001401936,0.00002471003,0.00290148,0.00009717251,0.0001256058,0.000002332955,0.0003060072,0.07310943],"genre_scores_gemma":[0.9967639,0.000002195585,0.0004995544,0.001330313,0.00007288883,0.000001323364,0.000002661399,0.00001590419,0.001311256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6119274,"threshold_uncertainty_score":0.9600688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01463172896951278,"score_gpt":0.2625350051835657,"score_spread":0.2479032762140529,"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."}}