{"id":"W2072830791","doi":"10.1002/2013eo420002","title":"Adapting to Permafrost Change: A Science Framework","year":2013,"lang":"en","type":"article","venue":"Eos","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Université Laval","funders":"Université Laval","keywords":"Permafrost; Circumpolar star; Arctic; Climate change; Adaptation (eye); Environmental resource management; Earth science; The arctic; Range (aeronautics); Feature (linguistics); Physical geography; Environmental science; Geography; Geology; Oceanography; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02583819,0.001301844,0.001744871,0.007755544,0.008818883,0.0187813,0.006162134,0.009046459,0.003472045],"category_scores_gemma":[0.0110831,0.0006355189,0.001866636,0.007564143,0.04468849,0.01415985,0.008570607,0.007661886,0.0004899652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0189466,"about_ca_system_score_gemma":0.02698874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05134597,"about_ca_topic_score_gemma":0.03402785,"domain_scores_codex":[0.9934122,0.003472774,0.0004931458,0.001009626,0.001010752,0.0006015608],"domain_scores_gemma":[0.9866527,0.007570831,0.001260505,0.0009969361,0.002023795,0.00149528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003422439,0.00002661534,0.0003651883,0.00009216212,0.00001484365,0.00008772904,0.0007024151,0.003282421,0.00004940748,0.9891705,0.001252571,0.004952644],"study_design_scores_gemma":[0.0000052706,0.00001453775,0.0003339048,0.0001879506,0.00001053799,0.0000278956,0.001212365,0.003005105,0.00003808392,0.9733533,0.0217933,0.00001776085],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02001436,0.04092008,0.2720299,0.3571805,0.001893259,0.001089804,0.001122461,0.0003056498,0.3054439],"genre_scores_gemma":[0.7119465,0.04438998,0.2130274,0.01625836,0.002943548,0.00237951,0.001065015,0.0001089136,0.007880768],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05134597,"threshold_uncertainty_score":0.1374679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06488624730954012,"score_gpt":0.2751384299254218,"score_spread":0.2102521826158817,"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."}}