{"id":"W4317356398","doi":"10.5194/tc-2022-193-ac2","title":"Reply on RC2","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"Global Water Futures; Natural Sciences and Engineering Research Council of Canada; Canada Excellence Research Chairs, Government of Canada; Polar Knowledge Canada","keywords":"Snow; Snowpack; Transect; Ground-penetrating radar; Permafrost; Geology; Arctic; Spatial distribution; Mean squared error; Physical geography; Environmental science; Remote sensing; Radar; Geomorphology; Oceanography; Geography","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001388706,0.0009446965,0.0009000063,0.001006433,0.002073864,0.003686471,0.002366896,0.01124545,0.4011457],"category_scores_gemma":[0.0165503,0.0003988483,0.001034165,0.0006716051,0.001422589,0.002898302,0.002445586,0.009749169,0.2934161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00221415,"about_ca_system_score_gemma":0.001903831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003991423,"about_ca_topic_score_gemma":0.004643576,"domain_scores_codex":[0.9983183,0.0002966176,0.000185452,0.0003384768,0.0006037845,0.0002574543],"domain_scores_gemma":[0.9961038,0.0009146245,0.0001369309,0.0003784293,0.001826561,0.0006397646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001759781,0.000005654049,0.00003963294,0.00002939587,0.000001593154,0.0001217901,0.00001159903,0.000008642213,0.00004758692,0.0005032773,0.9934649,0.005748275],"study_design_scores_gemma":[0.00000617237,0.000004939403,0.00009067231,0.00003735845,0.000001017542,0.00006887843,0.00003138327,0.00001457779,0.00004540081,0.0002296037,0.9994666,0.000003481816],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0005768625,0.003352086,0.000735794,0.3393382,0.4440848,0.0004007717,0.001630482,0.001278052,0.208603],"genre_scores_gemma":[0.004908405,0.002336481,0.0004011975,0.2210102,0.1016328,0.0003185621,0.0008322758,0.0005959729,0.667964],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5988543,"threshold_uncertainty_score":0.854193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1228318860421842,"score_gpt":0.3134604108313091,"score_spread":0.1906285247891249,"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."}}