{"id":"W4400218409","doi":"10.5194/tc-18-2979-2024","title":"Effect of surficial geology mapping scale on modelled ground ice in Canadian Shield terrain","year":2024,"lang":"en","type":"article","venue":"˜The œcryosphere","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada; Natural Resources Canada","funders":"Natural Resources Canada","keywords":"Geology; Terrain; Scale (ratio); Shield; Geomorphology; Physical geography; Petrology; Cartography; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005738637,0.0001322082,0.0001934928,0.00006277097,0.00009298312,0.00004729689,0.0002016471,0.0001153287,0.006988206],"category_scores_gemma":[0.000009539371,0.00009022219,0.00006264927,0.000290058,0.00007088172,0.00006622368,0.00000979712,0.0002239921,0.0003474888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001643358,"about_ca_system_score_gemma":0.00008467923,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8579168,"about_ca_topic_score_gemma":0.9960859,"domain_scores_codex":[0.9989253,0.0001552796,0.000174502,0.0002183432,0.0001242259,0.0004023283],"domain_scores_gemma":[0.9992124,0.0004828055,0.00002335334,0.0001653651,0.00000766971,0.000108333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003098245,0.00001698975,0.9070455,0.0003344,0.00004268515,0.0002526438,0.008417368,0.009095507,0.0002218799,0.0001193897,0.003390382,0.07075342],"study_design_scores_gemma":[0.001012938,0.001736147,0.4640651,0.0005168316,0.00005792459,0.00006512259,0.001701399,0.4659855,0.0001317189,0.001184301,0.06279252,0.0007504685],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780991,0.001160442,0.000005495399,0.0005734352,0.0005703625,0.0002044374,0.0003078812,0.00001874706,0.01906008],"genre_scores_gemma":[0.9985355,0.0000446497,0.000004623106,0.0003203078,0.0001915454,0.000002706073,0.0002266191,0.000005719215,0.0006684021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.45689,"threshold_uncertainty_score":0.9939196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01730788620632325,"score_gpt":0.2339528012247478,"score_spread":0.2166449150184245,"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."}}