{"id":"W4229025221","doi":"10.1080/17445647.2022.2052768","title":"Geomorphological slope units of the Himalayas","year":2022,"lang":"en","type":"article","venue":"Journal of Maps","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"University of British Columbia","keywords":"Thematic map; Scale (ratio); Landslide; Digital elevation model; Terrain; Geology; Cartography; Unit (ring theory); Cluster analysis; Geography; Computer science; Remote sensing; Geomorphology; Artificial intelligence; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0004163367,0.00003904996,0.00009137725,0.00001286019,0.000109844,0.000004207419,0.0003200643,0.00002337503,0.006667141],"category_scores_gemma":[0.00003467269,0.00001910827,0.00006854303,0.0002196837,0.00007542995,0.00003623077,0.0003030534,0.00030671,0.00001484721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006055622,"about_ca_system_score_gemma":0.00001770925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001360701,"about_ca_topic_score_gemma":0.00000153628,"domain_scores_codex":[0.9992287,0.00008507894,0.0001954047,0.00004388576,0.000361163,0.00008574683],"domain_scores_gemma":[0.9996281,0.00002162868,0.0002154679,0.00008798533,0.0000108189,0.00003603837],"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":[0.0003990681,0.0005278612,0.4370241,0.000009926819,0.000121973,0.0004990873,0.001324379,0.053079,0.03779899,0.0007061109,0.4547012,0.01380828],"study_design_scores_gemma":[0.0008988103,0.0005990868,0.2585553,0.00001407229,0.00005079515,0.001517494,0.0004212425,0.0001018101,0.002334811,0.001507379,0.7338923,0.000106881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892155,0.00009164343,0.000007316552,0.001303712,0.0004129567,0.0000331053,0.000007297818,0.000001692029,0.00892677],"genre_scores_gemma":[0.9981611,0.00002778917,0.00009889509,0.0002369982,0.00002724139,4.186739e-7,3.533264e-7,0.000003039316,0.001444149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2791912,"threshold_uncertainty_score":0.9942409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01160774500554725,"score_gpt":0.1964147845218072,"score_spread":0.18480703951626,"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."}}