{"id":"W587364053","doi":"","title":"PRACTICAS PARA EVALUAR LA CALIDAD DE INFRAESTRUCTURA CARRETERA DE CUOTA","year":2011,"lang":"es","type":"article","venue":"PUBLICACION TECNICA","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Geography; Humanities; Environmental protection","routes":{"ca_aff":false,"ca_fund":false,"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"],"consensus_categories":[],"category_scores_codex":[0.001228215,0.0005547543,0.0005469412,0.0003013111,0.0002008574,0.0004762415,0.0006986294,0.0006491055,0.0005892055],"category_scores_gemma":[0.001196062,0.0005383516,0.0002676848,0.0004444991,0.0001559943,0.0007127373,0.0002214033,0.001309195,0.0001342311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005210689,"about_ca_system_score_gemma":0.0003760528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001872636,"about_ca_topic_score_gemma":0.00000353823,"domain_scores_codex":[0.9966726,0.0003238214,0.0006986919,0.0005449293,0.0004102565,0.001349703],"domain_scores_gemma":[0.9978037,0.0002801423,0.000248686,0.0009502432,0.000222353,0.0004948582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008700025,0.0005814113,0.1372375,0.00259553,0.002426879,0.001419066,0.04041044,0.001720133,0.09433829,0.3296439,0.04703683,0.34172],"study_design_scores_gemma":[0.00140254,0.0002604736,0.1935256,0.0004311368,0.0003968264,0.001073406,0.0006599138,0.004795259,0.03577746,0.005687294,0.7543939,0.001596289],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8557366,0.0009799262,0.009664528,0.001785671,0.002318398,0.0007889223,0.00008602902,0.001295359,0.1273445],"genre_scores_gemma":[0.9822856,0.000356093,0.01583533,0.0002368358,0.0008885307,0.00008804078,0.00001519811,0.0001352692,0.000159085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.707357,"threshold_uncertainty_score":0.9997068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02704144396692285,"score_gpt":0.2775040433313727,"score_spread":0.2504625993644499,"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."}}