{"id":"W2313105454","doi":"10.1007/978-3-319-17843-1_3","title":"Analysis by Computer","year":2015,"lang":"en","type":"book-chapter","venue":"Bridges","topic":"Railway Engineering and Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Finite element method; Idealization; Bridge (graph theory); Structural engineering; Simple (philosophy); Range (aeronautics); Computer science; Superstructure; Term (time); Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000511148,0.0002725177,0.000381899,0.0001916283,0.00001289379,0.00003483271,0.0001473746,0.0002257857,0.0000784728],"category_scores_gemma":[0.000001743034,0.0002948389,0.0001780403,0.00004417392,0.00001830524,0.00002833065,0.00002534949,0.0002144331,0.0002126528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008474944,"about_ca_system_score_gemma":0.000008448124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005619871,"about_ca_topic_score_gemma":0.000005667308,"domain_scores_codex":[0.999299,0.000001693981,0.0001731387,0.0001827829,0.0001770854,0.0001662981],"domain_scores_gemma":[0.9995125,0.0000173739,0.00002337094,0.0003009615,0.00003843683,0.0001073607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[9.169049e-7,0.000002638943,0.00001791243,0.00005440089,0.001106342,0.00001402672,0.00001888858,0.6874391,0.000004588638,0.002920241,0.2993598,0.009061104],"study_design_scores_gemma":[0.00005961024,0.00001038792,0.00004704366,0.00002218197,0.000313792,0.000003445801,4.382949e-7,0.4158071,0.000003651822,0.0001141104,0.583277,0.0003412438],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001809187,0.009055289,0.2477765,0.00003100897,0.001195106,0.0001234444,0.0009090388,0.001668479,0.7390602],"genre_scores_gemma":[0.01417487,0.0009089283,0.001935627,0.00004181344,0.0009483286,0.000007254408,0.001702028,0.0002955443,0.9799856],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2839173,"threshold_uncertainty_score":0.9999503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01049177221804414,"score_gpt":0.1904327507157202,"score_spread":0.1799409784976761,"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."}}