{"id":"W4385226018","doi":"10.4324/9781003447115-20","title":"Building Bridges, Working for a Better World","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006499196,0.0004854377,0.0001872032,0.0007239484,0.003726485,0.005181762,0.0006293794,0.001362141,0.01090607],"category_scores_gemma":[0.0007065106,0.0001840497,0.0002105329,0.0008026027,0.003544229,0.006491261,0.004136105,0.001675299,0.00301673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000901781,"about_ca_system_score_gemma":0.002368109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002913538,"about_ca_topic_score_gemma":0.009941279,"domain_scores_codex":[0.999683,0.00009988937,0.00000742308,0.00003982426,0.0001115478,0.00005829641],"domain_scores_gemma":[0.9998218,0.00004903078,0.00001310194,0.00001998816,0.00003074574,0.00006529521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007969248,0.00007184064,0.0005842973,0.0002247855,0.00001146367,0.0003740451,0.06452657,0.0004347834,0.00147554,0.5639063,0.1813635,0.1870189],"study_design_scores_gemma":[0.000002079818,0.00002081635,0.0004195047,0.0002268798,0.000004953979,0.0002576235,0.02424985,0.0001634389,0.0002214878,0.044378,0.9300479,0.000007419694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02027384,0.01514145,0.01970163,0.01710084,0.001701297,0.00007191909,0.00003410774,0.0003180624,0.9256569],"genre_scores_gemma":[0.214911,0.01634452,0.02377649,0.004650346,0.0004114846,0.0002073567,0.0001139009,0.0003866724,0.7391983],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01090607,"threshold_uncertainty_score":0.03648442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02827313072536806,"score_gpt":0.2282144175510815,"score_spread":0.1999412868257134,"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."}}