{"id":"W1906107527","doi":"10.5539/mas.v9n8p99","title":"Introduction to Bridge Construction in a Mountainous City","year":2015,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Closing (real estate); Civil engineering; Style (visual arts); Geography; Architectural engineering; Archaeology; Engineering; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002215022,0.00008034245,0.00009248191,0.000264348,0.00003967707,0.0000528806,0.0001294948,0.00002535932,0.00001061032],"category_scores_gemma":[0.00002527852,0.00008291678,0.00001150394,0.001002537,0.00007801197,0.0001466276,0.00002168053,0.00008352911,0.00003452518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002726517,"about_ca_system_score_gemma":0.00003042736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003428749,"about_ca_topic_score_gemma":0.00002115112,"domain_scores_codex":[0.9992381,0.000002734583,0.0001209737,0.0002142728,0.0002324035,0.0001915283],"domain_scores_gemma":[0.9996502,0.000003653359,0.000009777937,0.0001675421,0.00003735767,0.0001314979],"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":[0.000004158746,0.000002399754,0.0001091794,0.00000299866,0.000001795401,3.760708e-7,0.0005942375,0.8694279,0.1076818,0.001382498,0.0001814544,0.02061119],"study_design_scores_gemma":[0.0001333565,0.000006568528,0.004734741,0.000001617751,0.000002386051,0.000008084267,0.0001108457,0.9780387,0.015325,0.001126037,0.0003823098,0.0001303472],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4105927,0.00000685972,0.5872478,0.0001199854,0.0002293292,0.00006567995,7.833139e-7,0.0001694893,0.00156744],"genre_scores_gemma":[0.994556,9.404583e-7,0.00524256,0.00003214564,0.0001304597,0.00001327847,0.00000179871,0.0000067315,0.00001612737],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5839633,"threshold_uncertainty_score":0.3381248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01679879350214664,"score_gpt":0.2282398997606264,"score_spread":0.2114411062584798,"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."}}