{"id":"W7015258344","doi":"","title":"Scientists look for a better way to build bridges","year":2009,"lang":"en","type":"article","venue":"NPARC","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000355219,0.00007472825,0.00008675498,0.0000896948,0.00003205328,0.0000392173,0.00007938113,0.00002509831,0.0001114752],"category_scores_gemma":[0.00001408777,0.00007075524,0.00005184666,0.0001538082,0.000006230599,0.00005039175,0.000004436915,0.0000356379,0.00003946497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002629743,"about_ca_system_score_gemma":0.000001944493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001014298,"about_ca_topic_score_gemma":0.000001841156,"domain_scores_codex":[0.9995773,0.000001816314,0.00008593481,0.0001028916,0.00007822234,0.0001538782],"domain_scores_gemma":[0.9997754,0.00001130448,0.000005111036,0.0001176074,0.00002012521,0.00007041955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000685996,0.000007722345,0.00009014569,0.00003698167,0.00004748402,0.00000261412,0.0002092652,0.2343505,0.3942786,0.003666905,0.08106062,0.2862423],"study_design_scores_gemma":[0.0004666758,0.0000898158,0.02421513,0.00003397908,0.00004207621,0.000007663398,0.00002935513,0.7587541,0.1482542,0.002782695,0.06483184,0.0004924046],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3348553,0.00003108716,0.6584309,0.001637595,0.0003077491,0.0001321538,0.0000135655,0.0003973216,0.00419433],"genre_scores_gemma":[0.9815572,0.000001551362,0.01747839,0.0004267998,0.0001076019,0.000008649017,0.000006906179,0.000009662646,0.0004032714],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6467019,"threshold_uncertainty_score":0.2885315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007370923385643656,"score_gpt":0.2267792511238769,"score_spread":0.2194083277382332,"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."}}