{"id":"W2520045249","doi":"10.15802/stp2011/6830","title":"To provide resistance of ballasted section (on weak basis) during railway modernization","year":2011,"lang":"en","type":"article","venue":"Science and Transport Progress","topic":"Advanced Energy Technologies and Civil Engineering Innovations","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Terrafix Geosynthetics (Canada)","funders":"","keywords":"Section (typography); Modernization theory; Resistance (ecology); Engineering; Forensic engineering; Structural engineering; Civil engineering; Geotechnical engineering; Environmental science; Computer science; Political science; Biology; Agronomy; Law","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":[0.0001259216,0.00009449233,0.00009802585,0.000216404,0.0001503258,0.000008291348,0.0001712784,0.00004730835,0.00001002944],"category_scores_gemma":[0.00002590914,0.00008572573,0.00001463295,0.001172186,0.000225435,0.0002578327,0.00001410751,0.00006589614,0.000001141523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003244924,"about_ca_system_score_gemma":0.00003244542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003207146,"about_ca_topic_score_gemma":0.0002579827,"domain_scores_codex":[0.9990897,0.000002857395,0.0001787804,0.0002735523,0.0002485802,0.0002064965],"domain_scores_gemma":[0.999507,0.00000378351,0.00005308071,0.0002057221,0.0001836973,0.00004670399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005032473,0.0003471356,0.04015912,0.0003752842,0.00004557806,0.0000163651,0.002395263,0.07243951,0.1026077,0.7153746,0.00002336737,0.06571287],"study_design_scores_gemma":[0.0007963597,0.0003451669,0.4139673,0.00033155,0.0000232082,0.000005626799,0.0004770585,0.002180386,0.5662642,0.00301286,0.0120461,0.000550196],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805017,0.00003685898,0.009913309,0.0001208849,0.0001267061,0.0001464488,0.000003679621,0.0002412515,0.008909128],"genre_scores_gemma":[0.9943187,0.00001359313,0.005251944,0.00001271266,0.00001423822,0.000046787,0.000002439233,0.00001095332,0.0003286121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7123618,"threshold_uncertainty_score":0.3495794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01331133829125213,"score_gpt":0.2169188042941878,"score_spread":0.2036074660029356,"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."}}