{"id":"W4402332218","doi":"10.9734/jsrr/2024/v30i92399","title":"Innovative Geotechnical Solutions for Sustainable Infrastructure Development","year":2024,"lang":"en","type":"article","venue":"Journal of Scientific Research and Reports","topic":"Geotechnical Engineering and Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Geotechnical engineering; Sustainable development; Civil engineering; Geology; Engineering; Political science","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":[0.003990284,0.00007186469,0.0001433522,0.0007751153,0.0002957566,0.0004127423,0.00009140927,0.00007418221,0.00001248445],"category_scores_gemma":[0.0004223449,0.00005186048,0.00005350604,0.001520566,0.000170334,0.0002044737,0.00006907769,0.0004906223,9.689072e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001173342,"about_ca_system_score_gemma":0.0002828979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001114187,"about_ca_topic_score_gemma":3.587544e-7,"domain_scores_codex":[0.9985352,0.000009378195,0.0004249453,0.0001478033,0.0004520345,0.0004306957],"domain_scores_gemma":[0.9986124,0.00008916659,0.00003134281,0.0001187459,0.00101209,0.0001362344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002592195,0.0001364027,0.0001145445,0.00254688,0.0007966814,0.004827289,0.00106695,0.468636,0.05930299,0.01405395,0.3585488,0.0899436],"study_design_scores_gemma":[0.0001289769,0.0001540154,0.001039412,0.0003369064,0.00002135314,0.001217066,0.0006614451,0.076166,0.00581931,0.02074216,0.893504,0.000209354],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6762468,0.01270507,0.3061609,0.001058079,0.001882025,0.0005392787,0.000005430272,0.0003049314,0.001097467],"genre_scores_gemma":[0.9953094,0.00004295128,0.001911538,0.000001122062,0.00009144544,0.000009172493,0.000003285738,0.00001098449,0.002620141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5349552,"threshold_uncertainty_score":0.3980084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02655660921374763,"score_gpt":0.3036225756712993,"score_spread":0.2770659664575517,"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."}}