{"id":"W4413760399","doi":"10.24904/footbridge2025.47","title":"Nancy Pauw Shallow Arch Timber Footbridge, Design and Construction","year":2025,"lang":"en","type":"article","venue":"","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Van der Pauw method; Arch; Structural engineering; Geology; Engineering; Computer science; Electrical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00003915288,0.00008481801,0.00009620471,0.0001083551,0.00003321052,0.00002759116,0.00003403944,0.00004345288,0.00009666531],"category_scores_gemma":[0.000009373928,0.00007704298,0.00002591846,0.0002034696,0.00002296037,0.00005739878,0.000009002883,0.00006628247,0.000008042452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001916821,"about_ca_system_score_gemma":0.000006646296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001348919,"about_ca_topic_score_gemma":0.000005536921,"domain_scores_codex":[0.9996396,0.000008382913,0.0001072735,0.00009736889,0.00004777031,0.0000996144],"domain_scores_gemma":[0.9998211,0.00003665036,0.000005391198,0.00008775615,0.00001736542,0.00003176038],"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":[0.000007384761,0.000004195833,0.001513639,0.0001168084,0.000242511,0.000002736378,0.00007905759,0.8408362,0.005942282,0.02851402,0.003744552,0.1189966],"study_design_scores_gemma":[0.00021098,0.000007771965,0.007189316,0.00002090163,0.0000319815,0.000009846583,0.00004948052,0.9802334,0.009043623,0.0006758943,0.002378725,0.0001480299],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03733066,0.000211188,0.9524176,0.00007168858,0.0001919282,0.00005711624,7.178181e-7,0.0003372404,0.009381856],"genre_scores_gemma":[0.9619858,0.00007747807,0.03647238,0.00003760936,0.00001921105,0.000008067123,0.000003279327,0.000008517357,0.00138768],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9246551,"threshold_uncertainty_score":0.3141722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005474739668395554,"score_gpt":0.2015604379049822,"score_spread":0.1960856982365866,"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."}}