{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002623078,0.0006510033,0.000320214,0.00178016,0.00262091,0.006253077,0.000815741,0.005818423,0.07700083],"category_scores_gemma":[0.01307814,0.0005657789,0.0005963148,0.002837486,0.001013309,0.005813733,0.002555579,0.007053038,0.04421167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003513538,"about_ca_system_score_gemma":0.00904274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04394796,"about_ca_topic_score_gemma":0.1161767,"domain_scores_codex":[0.9970144,0.0002514279,0.000238647,0.0002098384,0.001882651,0.0004029821],"domain_scores_gemma":[0.9932933,0.0007748795,0.0009139861,0.0002783792,0.003665001,0.001074399],"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":[0.0000126011,0.00001275932,0.0004939106,0.00006859555,0.000002766624,0.00002828679,0.0001656946,0.00002075122,0.00007287745,0.00230033,0.970621,0.02620032],"study_design_scores_gemma":[0.000004583999,0.000008041956,0.002985351,0.0001172377,0.000005194193,0.00003695118,0.0002230033,0.00001038477,0.00009920073,0.0004718865,0.9960269,0.00001133014],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.003511774,0.04877261,0.002356829,0.3118497,0.1017757,0.0001795552,0.01721827,0.00177832,0.5125573],"genre_scores_gemma":[0.04117742,0.03235115,0.005387632,0.1835061,0.01325113,0.0004355057,0.01858459,0.001150196,0.7041562],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.07700083,"threshold_uncertainty_score":0.2575935,"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."}}