{"id":"W2181572837","doi":"10.4095/211147","title":"Climate change, permafrost degradation, and infrastructure adaptation: preliminary results from a pilot community case study in the Mackenzie valley","year":2000,"lang":"en","type":"report","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Permafrost; Adaptation (eye); Climate change; Degradation (telecommunications); Physical geography; Environmental science; Geography; Climate change adaptation; Environmental resource management; Climatology; Earth science; Oceanography; Geology; Engineering; Telecommunications; Psychology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000999455,0.0004102445,0.0002970364,0.0005538764,0.002554761,0.0006089784,0.0009716669,0.000691971,0.001507218],"category_scores_gemma":[0.00202224,0.0002370734,0.0003857314,0.0008406142,0.000870323,0.000512118,0.001000301,0.0004512997,0.0001379521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002616344,"about_ca_system_score_gemma":0.00225298,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3397115,"about_ca_topic_score_gemma":0.7343263,"domain_scores_codex":[0.9993098,0.0003030285,0.00002033422,0.00006029341,0.0001078184,0.0001986735],"domain_scores_gemma":[0.9986126,0.000554594,0.0001653488,0.00009174486,0.0003153611,0.0002602467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002933974,0.01851147,0.7883949,0.000686548,0.0002761951,0.02622413,0.05712394,0.01058625,0.01044919,0.001055043,0.004110606,0.07964779],"study_design_scores_gemma":[0.0006770855,0.007020625,0.8692269,0.0000895151,0.0002339049,0.002849415,0.1013654,0.006896416,0.003905452,0.0005867311,0.007050906,0.00009760888],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986874,0.00003596134,0.0000639636,0.00006720111,9.381753e-7,0.000117413,0.00007248544,0.000002741534,0.0009518056],"genre_scores_gemma":[0.9979509,0.0001366111,0.0004836613,0.00004295052,0.000003018586,0.0001128626,0.0001691396,0.0000025913,0.001098368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6602885,"threshold_uncertainty_score":0.6754683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1563788061744749,"score_gpt":0.3081704740390206,"score_spread":0.1517916678645456,"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."}}