{"id":"W4392156512","doi":"10.1007/s00004-024-00764-1","title":"Bridges Halifax 2023","year":2024,"lang":"en","type":"article","venue":"Nexus Network Journal","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Environmental science","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":[0.000230302,0.0007747219,0.0003187818,0.0009711948,0.001735181,0.001381816,0.0005308107,0.0008238594,0.2186357],"category_scores_gemma":[0.0004251842,0.0002430792,0.0002513233,0.00067177,0.0003654111,0.0004784589,0.001144075,0.0008406886,0.04245412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003451082,"about_ca_system_score_gemma":0.003222982,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.118417,"about_ca_topic_score_gemma":0.2006584,"domain_scores_codex":[0.9997895,0.00001136487,0.000004384882,0.00004266137,0.00009243596,0.00005956837],"domain_scores_gemma":[0.9997754,0.0000145546,0.00001398077,0.00002393881,0.0001205746,0.00005165026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001289943,0.0001055817,0.005514785,0.0001986462,0.00005348057,0.0006420322,0.0002058493,0.00645738,0.006117539,0.03839877,0.6455408,0.2954752],"study_design_scores_gemma":[0.0000656678,0.00008372777,0.0180682,0.00008101943,0.000009817707,0.0001273838,0.0002485102,0.002610984,0.002078819,0.002956347,0.973652,0.00001747692],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04028679,0.0008434434,0.002477146,0.002189868,0.0009387538,0.0001092391,0.01689218,0.0008919942,0.9353706],"genre_scores_gemma":[0.07681544,0.0003636512,0.001602888,0.0002248331,0.00004494132,0.00008851122,0.006122751,0.00020346,0.9145335],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.881583,"threshold_uncertainty_score":0.7314092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007583725402264148,"score_gpt":0.2136845825888257,"score_spread":0.2061008571865615,"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."}}