{"id":"W4306884728","doi":"10.5194/tc-2022-193-rc2","title":"Review of tc-2022-193","year":2022,"lang":"en","type":"peer-review","venue":"","topic":"Arctic and Antarctic ice dynamics","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; Mean squared error; Spatial distribution; 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":[],"consensus_categories":[],"category_scores_codex":[0.002236923,0.0008564811,0.0008284833,0.003943346,0.0008821733,0.003336553,0.001989038,0.002142983,0.1574235],"category_scores_gemma":[0.005828135,0.0003905797,0.0009013553,0.00445403,0.0005926713,0.002595328,0.001432383,0.001857644,0.08387962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003394035,"about_ca_system_score_gemma":0.01205567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03289856,"about_ca_topic_score_gemma":0.03805317,"domain_scores_codex":[0.9989364,0.0001691288,0.000134114,0.0001271906,0.0005084544,0.0001247732],"domain_scores_gemma":[0.9934956,0.0005787816,0.0002803334,0.0002854846,0.004754097,0.0006056842],"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":[0.00009055695,0.00003199456,0.0001633749,0.002969728,0.00002758622,0.00007261516,0.00003115114,0.0001411821,0.0004876461,0.00319673,0.7534628,0.2393246],"study_design_scores_gemma":[0.000003761051,0.000009335531,0.0001684083,0.0007394295,0.000009328999,0.00002874946,0.0000123398,0.00001632964,0.0000763951,0.0001788957,0.9987538,0.000003176512],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.00128581,0.4173797,0.004147351,0.04865364,0.06993444,0.0008000901,0.02216639,0.001082637,0.43455],"genre_scores_gemma":[0.01069495,0.4855069,0.00417975,0.03525019,0.01931737,0.0006830299,0.03240771,0.000973793,0.4109863],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1574235,"threshold_uncertainty_score":0.526634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02189730170829276,"score_gpt":0.2623748941257699,"score_spread":0.2404775924174772,"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."}}