{"id":"W4405317594","doi":"10.3390/geosciences14120342","title":"Case Study on the Evaluation of Rock Cut Stability for Highways in Egypt: Implications for Transportation Infrastructure and Safety","year":2024,"lang":"en","type":"article","venue":"Geosciences","topic":"Geotechnical Engineering and Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Transport engineering; Stability (learning theory); Transportation infrastructure; Business; Forensic engineering; Civil engineering; Engineering; Computer 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":[0.000742536,0.00005126917,0.00007182066,0.00005846425,0.00005524348,0.0000178225,0.00005388577,0.00002254411,0.000002737386],"category_scores_gemma":[0.0000770506,0.00003446313,0.00002841724,0.0002992609,0.00001659707,0.00005139384,0.000001958889,0.00004366535,8.362651e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002264003,"about_ca_system_score_gemma":0.00001862279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003700078,"about_ca_topic_score_gemma":0.0001891235,"domain_scores_codex":[0.9995434,0.00001109649,0.0001480901,0.0001263259,0.00009619864,0.00007494813],"domain_scores_gemma":[0.9996273,0.000212168,0.00001056077,0.00009196551,0.00004351935,0.00001449062],"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":[0.00000291634,0.00002088793,0.001081492,0.00008033997,0.00001375444,3.589431e-7,0.001514779,0.9799458,0.0009919346,0.001347951,0.00003496301,0.01496482],"study_design_scores_gemma":[0.0001074702,0.00005666898,0.06441472,0.00001172522,0.0000534702,0.000001724381,0.001393153,0.9321393,0.000217565,0.001472936,0.00008539035,0.00004589633],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9247296,0.00009355102,0.07424569,0.0001753202,0.00005331383,0.0005212567,0.0001168319,0.00005836722,0.000006084143],"genre_scores_gemma":[0.9996254,0.000006419387,0.0001624979,0.000002268881,0.000008986311,0.0001828723,0.000007072372,0.000003381028,0.000001039959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07489588,"threshold_uncertainty_score":0.1405366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04032408866053038,"score_gpt":0.2950857537770309,"score_spread":0.2547616651165006,"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."}}