{"id":"W2122752221","doi":"10.1002/ppp.668","title":"Report from the International Permafrost Association: The Permafrost Young Researchers Network (PYRN)","year":2009,"lang":"en","type":"article","venue":"Permafrost and Periglacial Processes","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ouranos; University of Ottawa","funders":"","keywords":"Permafrost; Arctic; Geography; The arctic; Physical geography; Library science; Archaeology; Geology; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001285595,0.0004006419,0.0003509938,0.00005017099,0.001877979,0.001301091,0.0009743313,0.0002216176,0.01121114],"category_scores_gemma":[0.0006966349,0.0002433515,0.0001347122,0.0005082295,0.000318231,0.0006944257,0.00009082053,0.0006710229,0.000296873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004372334,"about_ca_system_score_gemma":0.0002440777,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003416948,"about_ca_topic_score_gemma":0.05408406,"domain_scores_codex":[0.9966412,0.0001802608,0.0005475815,0.0006590517,0.001117624,0.0008543133],"domain_scores_gemma":[0.997639,0.0009968964,0.0003079493,0.0004535254,0.0003609361,0.0002417136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001576975,0.00002486665,0.944612,0.00001620993,0.00005568495,0.00007296611,0.005453081,0.00005359429,0.0001541337,0.00002517685,0.04696377,0.002410875],"study_design_scores_gemma":[0.0003403823,0.00006124296,0.7870969,0.00004372976,0.00005102605,0.0001421159,0.001433663,0.0005642038,0.00003234456,0.0006431118,0.209266,0.000325284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8447398,0.01590314,0.00001602415,0.05926106,0.003736,0.0008819861,0.04343621,0.0001892847,0.03183647],"genre_scores_gemma":[0.9455881,0.006351311,0.00003637218,0.00808443,0.009030596,0.00001904077,0.02708723,0.00002352799,0.003779382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1623023,"threshold_uncertainty_score":0.9997357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03940896886940956,"score_gpt":0.2725155700196616,"score_spread":0.2331066011502521,"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."}}