{"id":"W2011672813","doi":"10.1002/ppp.612","title":"Interchangeability of mountain permafrost probability models, northwest Canada","year":2008,"lang":"en","type":"article","venue":"Permafrost and Periglacial Processes","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Foundation for Climate and Atmospheric Sciences","keywords":"Permafrost; Elevation (ballistics); Interchangeability; Geology; Transect; Logistic regression; Physical geography; Environmental science; Hydrology (agriculture); Statistics; Geotechnical engineering; Geography; Mathematics; Geometry; Computer science","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":[0.003142908,0.0003583951,0.000381845,0.0006841541,0.0008124781,0.001463382,0.00139298,0.0002903211,0.001170086],"category_scores_gemma":[0.008095833,0.0002914212,0.0006047569,0.0008844172,0.0009082149,0.0006275091,0.0007459078,0.0005339368,0.0001376898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01052238,"about_ca_system_score_gemma":0.004884156,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7884938,"about_ca_topic_score_gemma":0.724512,"domain_scores_codex":[0.998698,0.0004932387,0.00008549829,0.0003155707,0.0002381407,0.0001695568],"domain_scores_gemma":[0.9966247,0.001952411,0.0004577042,0.0002424755,0.0006124379,0.0001101567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002066175,0.00005004949,0.1291728,0.00003653167,0.0002300115,0.00012588,0.0003289585,0.8321731,0.0005208382,0.01051873,0.0006938747,0.02594263],"study_design_scores_gemma":[0.00001588147,0.00002149208,0.02913486,0.00001202148,0.00002292953,0.00005568118,0.000120425,0.9649406,0.0003093805,0.004333129,0.001014951,0.00001865299],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9380364,0.0003273225,0.05459059,0.0002668376,0.000006362776,0.00006625651,0.0007418903,0.0003750392,0.005589285],"genre_scores_gemma":[0.990013,0.00006046289,0.008370243,0.00001661897,0.000002021992,0.00001818007,0.0005362775,0.00003224235,0.0009509862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2115062,"threshold_uncertainty_score":0.4255036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0474859533781117,"score_gpt":0.2187498166430837,"score_spread":0.171263863264972,"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."}}