{"id":"W4365809949","doi":"10.31224/2951","title":"Road modelling for infrastructure management","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Business; Environmental planning; Computer science; Process management; Environmental resource management; Geography; Environmental 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000399664,0.0008886495,0.0005689684,0.001390961,0.0006115542,0.003085802,0.001395748,0.001327294,0.02817674],"category_scores_gemma":[0.001551617,0.0002989481,0.001402828,0.002332468,0.0006201031,0.002518133,0.001379537,0.0008914181,0.008384369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001076908,"about_ca_system_score_gemma":0.001242517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01307061,"about_ca_topic_score_gemma":0.0100283,"domain_scores_codex":[0.9995838,0.0001138041,0.00002386637,0.00008538239,0.0001523792,0.00004078406],"domain_scores_gemma":[0.9996928,0.00008190422,0.00003002194,0.00008550286,0.00009059203,0.0000192447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000308423,0.00003055738,0.0007241,0.000349371,0.00004834877,0.0001616354,0.0002561359,0.1874592,0.00116733,0.6554148,0.02981316,0.1245446],"study_design_scores_gemma":[0.0000110442,0.00001952315,0.0005001668,0.0001507253,0.00003228883,0.0001771015,0.0002177875,0.2550843,0.0009044349,0.2710386,0.4718346,0.00002943595],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004571907,0.004237407,0.8597056,0.001419907,0.0005144389,0.0001293997,0.004046099,0.002644243,0.1227309],"genre_scores_gemma":[0.3138296,0.009932666,0.5512592,0.0004532058,0.000557547,0.00040484,0.01355137,0.002021708,0.1079899],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02817674,"threshold_uncertainty_score":0.09426063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05373787907154745,"score_gpt":0.2408485599820809,"score_spread":0.1871106809105335,"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."}}