{"id":"W4404263679","doi":"10.1139/as-2023-0065","title":"Rock glacier inventory and predictive modeling in the Mackenzie Mountains: predicting rock glacier likelihood with a generalized additive model","year":2024,"lang":"en","type":"article","venue":"Arctic Science","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Lethbridge","funders":"","keywords":"Glacier; Geology; Rock glacier; Geomorphology; Physical geography; Glacier mass balance; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007835,0.0001749353,0.0001488927,0.00008920008,0.0006550875,0.0002866586,0.0003610378,0.00003630681,0.0000713441],"category_scores_gemma":[0.0001388814,0.0001081375,0.00003451368,0.001310963,0.0002024231,0.0008212492,0.00005874084,0.0002451739,0.00001271644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003970948,"about_ca_system_score_gemma":0.0003157241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002186527,"about_ca_topic_score_gemma":0.003200782,"domain_scores_codex":[0.9980353,0.00004249865,0.0002226573,0.000559774,0.000631611,0.0005081859],"domain_scores_gemma":[0.999342,0.0001779678,0.00004312447,0.0002089691,0.0001099524,0.0001180082],"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":[0.00005439886,0.0000228536,0.1968307,0.00003380296,0.00003111971,0.00002283071,0.01482682,0.7852243,0.00001564288,0.0003950972,0.0001085331,0.002433872],"study_design_scores_gemma":[0.0002139788,0.00009384446,0.06234058,0.00009875165,0.00003073239,0.00002474313,0.005327135,0.9289335,0.000003126975,0.002616282,0.0001740667,0.0001432618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810401,0.002186145,0.01475318,0.0007570437,0.0001884062,0.0003962257,0.00009124498,0.00005664135,0.0005310181],"genre_scores_gemma":[0.9976424,0.0002742339,0.001191777,0.0006782966,0.00009313085,0.00002366799,0.00002226721,0.000005403417,0.00006882535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1437092,"threshold_uncertainty_score":0.5038469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02649920282184884,"score_gpt":0.2351857711033044,"score_spread":0.2086865682814555,"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."}}