{"id":"W4385970702","doi":"10.1088/1748-9326/acf1b4","title":"Climate change impacts and adaptation to permafrost change in High Mountain Asia: a comprehensive review","year":2023,"lang":"en","type":"review","venue":"Environmental Research Letters","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Permafrost; Climate change; Plateau (mathematics); Global warming; Physical geography; Environmental science; Geography; Vegetation (pathology); Environmental resource management; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001003582,0.000667917,0.0009247772,0.002993491,0.0003620947,0.001457163,0.0007223736,0.0009347011,0.003424183],"category_scores_gemma":[0.002562362,0.0002610882,0.001270149,0.003664692,0.0003384829,0.001335564,0.0006601014,0.0007582422,0.0003523056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005576326,"about_ca_system_score_gemma":0.00314251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003870042,"about_ca_topic_score_gemma":0.005261366,"domain_scores_codex":[0.9996988,0.00006112072,0.00007781718,0.00006517427,0.00006756111,0.00002958713],"domain_scores_gemma":[0.9979463,0.001335841,0.0003329956,0.00003106263,0.0002865129,0.00006736438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001218973,0.00009594057,0.0045716,0.2080032,0.001137095,0.0005276696,0.0008580686,0.00136103,0.001155134,0.003803956,0.03192548,0.7464389],"study_design_scores_gemma":[0.00002352487,0.0002387614,0.02318441,0.09941129,0.003822399,0.00191341,0.001159243,0.0004750662,0.0005934811,0.002747823,0.8663439,0.00008668727],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004775647,0.9984469,0.00007629163,0.0003293384,0.0001652969,0.000005097721,0.00005326471,0.000004836812,0.0004413743],"genre_scores_gemma":[0.002995103,0.9964296,0.00009450348,0.0001527275,0.0001682285,0.000005195852,0.00004294508,0.000001390147,0.0001103456],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003870042,"threshold_uncertainty_score":0.01145506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2681482777378264,"score_gpt":0.3866407142747959,"score_spread":0.1184924365369695,"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."}}