{"id":"W4285221426","doi":"10.1130/abs/2022pr-376114","title":"EXPLORING THE INFLUENCE OF BEDDING AND FRACTURE ORIENTATION ON WEATHERING DEPTH ACROSS A SEDIMENTARY RIDGE-VALLEY SYSTEM USING NEAR-SURFACE GEOPHYSICS AND DRILLING","year":2022,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"National Science Foundation","keywords":"Geology; Weathering; Drilling; Ridge; Bedding; Sedimentary rock; Fracture (geology); Orientation (vector space); Bed; Geomorphology; Mining engineering; Geochemistry; Paleontology; Anisotropy; Geometry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004003237,0.0001726166,0.0003077036,0.000006233032,0.0008064241,0.00005103972,0.0001514015,0.00004313118,0.00001336456],"category_scores_gemma":[0.00001464195,0.0001038664,0.00008997562,0.0003231394,0.0004839129,0.0001685167,0.00006930453,0.0003629255,7.161507e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001033531,"about_ca_system_score_gemma":0.00001698273,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008740962,"about_ca_topic_score_gemma":0.00002128806,"domain_scores_codex":[0.9985432,0.00008872554,0.0002996723,0.0003456305,0.0003956055,0.0003271335],"domain_scores_gemma":[0.9991537,0.000237524,0.0003390255,0.0001328182,0.00005387285,0.0000830834],"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":[0.00004432132,0.00003181647,0.1790112,0.00004115451,0.0000611359,0.000002818429,0.002421487,0.7964451,0.00004414583,0.000001121809,6.674766e-7,0.02189498],"study_design_scores_gemma":[0.0002907888,0.001150453,0.634849,0.0001013982,0.00008545559,0.00001907286,0.02712018,0.3358541,0.00005186326,0.00003270881,0.0002245177,0.0002204377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998849,0.0001928752,0.0004325785,0.0002250645,0.00002326193,0.0002065266,0.00001444089,0.0000402103,0.00001604276],"genre_scores_gemma":[0.9840032,0.00008886601,0.01559641,0.0002453181,0.00002251179,0.000005820355,0.00003201997,0.000004204557,0.000001593774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.460591,"threshold_uncertainty_score":0.9978599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03711842301328129,"score_gpt":0.2463017288318315,"score_spread":0.2091833058185502,"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."}}