{"id":"W4383371494","doi":"10.1016/j.enggeo.2023.107236","title":"High-precision computational modeling of soil-rock mixtures considering realistic shape of rock blocks","year":2023,"lang":"en","type":"article","venue":"Engineering Geology","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Bounding overwatch; Position (finance); Foundation (evidence); Algorithm; Geotechnical engineering; Geology; Artificial intelligence","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":[0.0003227373,0.0006097063,0.001006015,0.000493865,0.0007588103,0.001454563,0.001632887,0.00192831,0.002576139],"category_scores_gemma":[0.001815792,0.0008059615,0.0006506788,0.0007230313,0.0008789892,0.0009349698,0.001039778,0.0008455338,0.0003267312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007972468,"about_ca_system_score_gemma":0.001349528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02730031,"about_ca_topic_score_gemma":0.01907469,"domain_scores_codex":[0.9998065,0.00004267626,0.00001036039,0.00003536198,0.00005762353,0.00004764151],"domain_scores_gemma":[0.9993106,0.0003987588,0.00007346687,0.00005855893,0.00009742335,0.00006115389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001108386,0.00001328164,0.0002966597,0.00000797015,0.000004798937,0.00003178907,0.00001026187,0.997925,0.000307231,0.0005820863,0.00007991892,0.0007298854],"study_design_scores_gemma":[0.000001921474,0.000001905232,0.00004486618,6.306964e-7,7.19697e-7,0.000002852903,0.000003247295,0.9997277,0.00005649543,0.000122088,0.0000364748,0.000001102467],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5680909,0.0006022819,0.397692,0.0009460804,0.0001775427,0.0001191495,0.0008956661,0.001166797,0.03030963],"genre_scores_gemma":[0.975771,0.0001183253,0.02106076,0.00005903737,0.00003210131,0.00005281916,0.00023031,0.0001053121,0.002570325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02730031,"threshold_uncertainty_score":0.05428278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008583057658750257,"score_gpt":0.2088205416472944,"score_spread":0.2002374839885441,"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."}}