{"id":"W7117975655","doi":"10.1007/978-3-032-01074-2_19","title":"Adrian B. Sanderson (1909–1994): An Exemplary Structural Engineer","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Construction Engineering and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mining Association of Canada; Western University; Ministry of Transportation of Ontario","funders":"","keywords":"Bridge (graph theory); Dominion; Work (physics); Arch bridge; Engineering education; Prestressed concrete","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":[0.0001483748,0.001181324,0.0009623793,0.001119104,0.00006925786,0.00009181108,0.0004621548,0.001157867,0.0005181766],"category_scores_gemma":[0.00008090257,0.001360952,0.0002909966,0.000260355,0.00004251162,0.0002327502,0.00007866404,0.002136706,0.00001696431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000495644,"about_ca_system_score_gemma":0.00006790303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000235362,"about_ca_topic_score_gemma":0.0005959015,"domain_scores_codex":[0.9973602,0.00001135186,0.0007277962,0.0007131277,0.0003839596,0.0008035885],"domain_scores_gemma":[0.9985548,0.0002506583,0.00006087446,0.0008431243,0.00004468062,0.0002458669],"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":[0.00000990309,0.000003872904,0.000033117,0.000577103,0.0001750632,0.00007301677,0.0001885686,0.9781279,0.0004548703,0.003020788,0.0001356753,0.01720012],"study_design_scores_gemma":[0.0009581882,0.00006705203,0.0002992545,0.001623344,0.0001592741,0.0001926532,0.000005322463,0.9290975,0.0008527047,0.002154649,0.06187812,0.002711933],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001765241,0.01336906,0.8267067,0.0001221186,0.01266112,0.001238929,0.0003662505,0.006852169,0.1369184],"genre_scores_gemma":[0.9804812,0.0006422962,0.01011988,0.00011404,0.001870491,0.00007074299,0.000515404,0.0007623305,0.005423616],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.978716,"threshold_uncertainty_score":0.998884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006387697892031115,"score_gpt":0.1926783783666048,"score_spread":0.1862906804745737,"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."}}