{"id":"W2792510884","doi":"10.1080/10168664.2014.11985390","title":"Changes Happen Faster Now","year":2014,"lang":"en","type":"article","venue":"Structural Engineering International","topic":"Construction Engineering and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Buckland & Taylor (Canada)","funders":"","keywords":"Forensic engineering; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005664639,0.0001896577,0.000134007,0.0001552901,0.00002816468,0.00005170064,0.0002231786,0.00006638755,0.0003054801],"category_scores_gemma":[0.00002906303,0.0001924678,0.00005434642,0.00009247936,0.00001579575,0.0001194257,0.00003304438,0.0001831014,0.00007001137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006912357,"about_ca_system_score_gemma":0.000003346659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002247286,"about_ca_topic_score_gemma":0.000007912771,"domain_scores_codex":[0.9992707,0.000004128228,0.0001579252,0.0001523555,0.0001870225,0.0002278455],"domain_scores_gemma":[0.9996831,0.0000275049,0.00001542672,0.0001542082,0.00003915468,0.00008063511],"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":[0.000004633391,0.000001639514,0.0009119968,0.00004888624,0.0001193438,0.000001956636,0.00008474274,0.9457408,0.01221174,0.007759258,0.000955551,0.03215951],"study_design_scores_gemma":[0.0002394572,0.00001014511,0.01271851,0.00002344351,0.000005542249,0.00006201213,0.000005537953,0.8750165,0.001859745,0.00008750587,0.1097074,0.0002642034],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6952583,0.00013655,0.2484784,0.001212386,0.02228976,0.0002397587,0.00007899379,0.004053385,0.02825253],"genre_scores_gemma":[0.9948957,0.00001257581,0.003860644,0.00003093603,0.0007259407,0.00001112041,0.00003150664,0.00004154746,0.0003900572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2996374,"threshold_uncertainty_score":0.7848608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003652465120507276,"score_gpt":0.1813120886626942,"score_spread":0.177659623542187,"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."}}