{"id":"W2307564284","doi":"","title":"Can't stress enough","year":2016,"lang":"en","type":"article","venue":"Roads & bridges/Roads & bridges (Des Plaines, Ill. Online)","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering; Order (exchange); Stress wave; Forensic engineering; Stress (linguistics); Transport engineering; Core (optical fiber); Civil engineering; Structural engineering; Telecommunications; Business","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000364919,0.001076931,0.001154149,0.0005818559,0.0003789393,0.0001621212,0.0009227715,0.000444597,0.0006284938],"category_scores_gemma":[0.0002111907,0.0008947311,0.0006543132,0.001065313,0.0003721584,0.0009352363,0.00008161756,0.0005096099,0.0003213598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004899887,"about_ca_system_score_gemma":0.000168306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00139051,"about_ca_topic_score_gemma":0.003507274,"domain_scores_codex":[0.9950515,0.000120192,0.00139299,0.0009570362,0.0009012202,0.001577053],"domain_scores_gemma":[0.9970086,0.000325277,0.0002512159,0.001197346,0.0004940282,0.0007235524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007004386,0.001947349,0.1859078,0.001436064,0.00379631,0.0009454958,0.005107156,0.1218101,0.04464274,0.002816986,0.04994692,0.5809426],"study_design_scores_gemma":[0.004118629,0.0002796965,0.7903602,0.0009474953,0.0008058684,0.0001793648,0.0007791549,0.0128153,0.01823214,0.0002381353,0.168118,0.003126],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616517,0.003953076,0.01745856,0.005127733,0.001325013,0.0005677026,0.006209378,0.002169184,0.001537599],"genre_scores_gemma":[0.9857606,0.00528832,0.00114138,0.0005148205,0.001380016,0.00005255015,0.001570964,0.0002755521,0.00401585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6044524,"threshold_uncertainty_score":0.9993503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01312208881792991,"score_gpt":0.2271829100311167,"score_spread":0.2140608212131868,"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."}}