{"id":"W4237990537","doi":"10.5194/essd-2019-14","title":"A decade of detailed observations (2008–2018) in steep bedrock permafrost at Matterhorn Hörnligrat (Zermatt, CH)","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Permafrost; Bedrock; Physical geography; Geology; Data quality; Earth science; Environmental science; Computer science; Geography; Geomorphology; Engineering; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0003381436,0.0002311005,0.0002837981,0.001223028,0.0003792011,0.0004303378,0.000299901,0.0003850493,0.001011324],"category_scores_gemma":[0.0004110527,0.0001344753,0.0002153706,0.001288163,0.0002736544,0.0003909175,0.0006393127,0.0002827656,0.0004377517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004268932,"about_ca_system_score_gemma":0.0004956807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02646602,"about_ca_topic_score_gemma":0.08898919,"domain_scores_codex":[0.99976,0.00001738026,0.00002067953,0.00006260246,0.00009631123,0.00004297453],"domain_scores_gemma":[0.9996402,0.0000392781,0.00009120612,0.00004181626,0.0001288996,0.00005855557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003776701,0.0001635058,0.8962126,0.0005551646,0.0002693528,0.001343181,0.002170719,0.00245964,0.02108399,0.0002738827,0.009173942,0.06591627],"study_design_scores_gemma":[0.000003821253,0.00003402177,0.9907878,0.00003470782,0.00001853956,0.0001337463,0.0004386632,0.0005573186,0.0008020556,0.00003812599,0.007143083,0.000008076303],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802674,0.0006817908,0.001378275,0.0001458528,0.0000364759,0.00002420002,0.01498654,0.0001587552,0.002320809],"genre_scores_gemma":[0.9689537,0.000481047,0.003124532,0.00007479669,0.0000496884,0.00004102455,0.02600758,0.00005413227,0.001213496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02646602,"threshold_uncertainty_score":0.05262393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03780763740731672,"score_gpt":0.2331366167099561,"score_spread":0.1953289793026393,"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."}}