{"id":"W4382056844","doi":"10.1029/2023jf007254","title":"Mapping Variations in Bedrock Weathering With Slope Aspect Under a Sedimentary Ridge‐Valley System Using Near‐Surface Geophysics and Drilling","year":2023,"lang":"en","type":"article","venue":"Journal of Geophysical Research Earth Surface","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Saprolite; Geology; Bedrock; Weathering; Borehole; Geomorphology; Sedimentary rock; Ridge; Soil production function; Drilling; Seismic refraction; Sediment; Geophysics; Geochemistry; Soil water; Pedogenesis; Soil science; Paleontology","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":[0.0001040598,0.0001161902,0.00009626494,0.0007752986,0.0002263748,0.000395944,0.0001986775,0.0001511556,0.0004616342],"category_scores_gemma":[0.0002778394,0.0001273227,0.0001204476,0.0005107993,0.0001662366,0.0001771437,0.0002643838,0.00009056917,0.00007142616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002966498,"about_ca_system_score_gemma":0.0002584698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08884376,"about_ca_topic_score_gemma":0.2443285,"domain_scores_codex":[0.9999195,0.00000726869,0.000004702993,0.00003081336,0.00002253464,0.000015143],"domain_scores_gemma":[0.9998411,0.00001849347,0.00004632081,0.00001337546,0.0000489536,0.00003167218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003346552,0.00002337808,0.9828452,0.00001253066,0.00003750846,0.00007427768,0.0003015542,0.001534679,0.006685861,0.00005080769,0.0001466839,0.008253952],"study_design_scores_gemma":[0.000002305803,0.00001044762,0.9970164,0.000003544816,0.000005141446,0.00001607232,0.0001822579,0.002477393,0.0001274945,0.00001194725,0.0001449231,0.00000222309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992039,0.00001627902,0.0001438181,0.00000508461,4.528921e-7,0.000003434302,0.0001920632,0.00001228775,0.0004227142],"genre_scores_gemma":[0.999252,0.00001884492,0.0003563963,0.000002738682,8.474403e-7,0.000003158752,0.0002349164,0.00000201157,0.0001289755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08884376,"threshold_uncertainty_score":0.1766533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03415702240759364,"score_gpt":0.28729543974762,"score_spread":0.2531384173400263,"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."}}