{"id":"W7025393609","doi":"","title":"Variable suction and its effect on stability at the Ripley Landslide near Ashcroft, British Columbia","year":2022,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Environmental and Ecological Studies","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Transport Canada; UK Research and Innovation","keywords":"Landslide; Borehole; Hydrology (agriculture); Piezometer; Extensometer; Colluvium; Slope stability; Vadose zone; Suction","routes":{"ca_aff":false,"ca_fund":true,"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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001281717,0.0002057971,0.0004250856,0.00003845161,0.002118919,0.00006467664,0.0004098164,0.0002578666,0.02557356],"category_scores_gemma":[0.00001300564,0.0002867437,0.0001725296,0.0002728365,0.000232644,0.0004975442,0.0006471017,0.0004323756,0.00004912312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002572766,"about_ca_system_score_gemma":0.0000589682,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06891508,"about_ca_topic_score_gemma":0.2721115,"domain_scores_codex":[0.9985237,0.0002893837,0.0001094746,0.0005399181,0.0002714791,0.000266014],"domain_scores_gemma":[0.9991801,0.0002631976,0.0001983725,0.0002364133,0.00001523165,0.0001066632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01711343,0.002942504,0.6887588,0.003829006,0.004194838,0.002658874,0.1088673,0.002820429,0.003359448,0.001243442,0.1155445,0.04866751],"study_design_scores_gemma":[0.002815076,0.001528449,0.4401112,0.0001490046,0.0006020119,0.00001614876,0.1926079,0.00007970317,0.0004233761,0.0005647849,0.3601326,0.0009697357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750608,0.0002413665,8.855532e-7,0.0001522179,0.0002262664,0.000345488,0.0004845476,0.0001050013,0.02338344],"genre_scores_gemma":[0.7087359,0.000384622,0.0001031482,0.00005164394,0.00002482513,3.883672e-7,0.001471607,0.00002205735,0.2892058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2663249,"threshold_uncertainty_score":0.9999585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004611602696540087,"score_gpt":0.1448737005086415,"score_spread":0.1402620978121014,"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."}}