{"id":"W7042939253","doi":"","title":"SEISMIC DESIGN AND BEHAVIOUR OF PRECAST CONCRETE CONNECTIONS FOR ACCELERATED BRIDGE CONSTRUCTION","year":2025,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Seismic Performance and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precast concrete; Pier; Fragility; Seismic analysis; Component (thermodynamics); Bridge (graph theory); Seismic loading; Shear wall; Structural system","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":[0.0005899492,0.0005233046,0.000275438,0.0004757856,0.0002359166,0.0005196322,0.0006386884,0.000697676,0.00130768],"category_scores_gemma":[0.0009830887,0.0003396239,0.0002880215,0.0002625718,0.0005020789,0.0002865395,0.0004578625,0.000414017,0.0002246688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006243846,"about_ca_system_score_gemma":0.0008977401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001494035,"about_ca_topic_score_gemma":0.002707568,"domain_scores_codex":[0.999676,0.00008114937,0.00001255599,0.00004442198,0.0001416756,0.00004422332],"domain_scores_gemma":[0.999647,0.0001316619,0.00008632663,0.00003003964,0.00007080078,0.00003415624],"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":[0.0001254352,0.00009367625,0.004506992,0.00007136872,0.000009118284,0.0001947607,0.0001820664,0.9252251,0.04947459,0.00278715,0.0001281032,0.01720172],"study_design_scores_gemma":[0.00001663754,0.0005857254,0.003547673,0.0000140629,0.0000123835,0.00005644161,0.0001375641,0.9786271,0.01547714,0.0008729351,0.000641567,0.00001074702],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9245846,0.00006966734,0.06901425,0.00005842403,0.000009302817,0.0001009715,0.00005581259,0.0001334676,0.005973535],"genre_scores_gemma":[0.9882012,0.00004295877,0.01094415,0.000003359984,0.000001150432,0.00004127213,0.00002661361,0.00001171759,0.0007275357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001494035,"threshold_uncertainty_score":0.004530251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01975793698698351,"score_gpt":0.2122295975459045,"score_spread":0.192471660558921,"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."}}