{"id":"W6944112797","doi":"10.17605/osf.io/zxjw5","title":"Automated Avalanche Terrain Exposure Scale (ATES) mapping - Local validation and optimization in Western Canada","year":2023,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Terrain; Scale (ratio); Code (set theory); Digital elevation model; Grid; Automated method","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001693441,0.0001744095,0.000196854,0.00007957877,0.0001281307,0.00006593265,0.0002975999,0.0001679312,0.06111709],"category_scores_gemma":[0.0001630812,0.0001709099,0.00003251552,0.0004306386,0.0001029474,0.0002280305,0.0007416635,0.0002308109,0.06421705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004088595,"about_ca_system_score_gemma":0.0000644721,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06791467,"about_ca_topic_score_gemma":0.06008378,"domain_scores_codex":[0.9977719,0.0002452976,0.0003679023,0.0009417153,0.0003284822,0.0003447295],"domain_scores_gemma":[0.9989413,0.00009429616,0.0001090543,0.000707427,0.0000123106,0.0001356042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00001822621,0.00003415374,0.4126866,0.0000240372,0.00001665283,0.00002493614,0.001422926,0.5732616,0.001330893,0.000002492383,0.005165096,0.006012365],"study_design_scores_gemma":[0.0007982799,0.000001311913,0.536173,0.00009381321,0.00001701788,0.00003094404,0.0004956448,0.4514857,0.002352037,0.0001364953,0.008060257,0.0003554665],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9553987,7.267039e-7,0.003245214,0.0004272451,0.0001581915,0.0004268998,0.000008250751,0.0002634097,0.04007138],"genre_scores_gemma":[0.9769837,0.00005922755,0.0007132761,0.00008742392,0.00001534467,0.00005153728,0.0000600222,0.00002385171,0.02200564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1234864,"threshold_uncertainty_score":0.9570673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007082747033102594,"score_gpt":0.2119904047108542,"score_spread":0.2049076576777516,"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."}}