{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001164723,0.0001125643,0.0001170561,0.00008884707,0.00007780168,0.0002585945,0.00009198279,0.00005202231,0.0005523446],"category_scores_gemma":[0.000006205985,0.00009629739,0.0001131312,0.0003361336,0.00001212172,0.0001365659,0.000008060706,0.0003519601,0.0001775416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005824398,"about_ca_system_score_gemma":0.00001314457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003833564,"about_ca_topic_score_gemma":0.000003606939,"domain_scores_codex":[0.9993549,0.00001184822,0.0001811138,0.00007959318,0.0001363889,0.0002361749],"domain_scores_gemma":[0.9997418,0.00003506028,0.000009779705,0.00008152316,0.00001830639,0.0001135479],"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":[6.913916e-7,4.751236e-7,0.00001641346,0.0000136966,0.00008994051,0.00004355289,0.00004770857,0.8728692,0.00006824716,0.0009259146,0.0936994,0.03222475],"study_design_scores_gemma":[0.0000507528,0.000008391467,0.0002788283,0.00006531213,0.00003340014,0.0003152418,0.00004530194,0.9263447,0.00004352042,0.0007711725,0.07192087,0.0001225397],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01162501,0.02979728,0.9250028,0.0006277238,0.01033088,0.0000536886,0.000009689335,0.001421911,0.02113106],"genre_scores_gemma":[0.9949952,0.0004423367,0.0008336097,0.00005184861,0.002706318,0.000001617223,0.000006203669,0.00003305644,0.000929834],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9833702,"threshold_uncertainty_score":0.6047786,"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."}}