{"id":"W4407018828","doi":"10.26906/znp.2020.55.2349","title":"Experimental studies of long-term fatigue of steel sewer structures","year":2020,"lang":"en","type":"article","venue":"ACADEMIC JOURNAL Series Industrial Machine Building Civil Engineering","topic":"Engineering and Agricultural Innovations","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Term (time); Forensic engineering; Structural engineering; Materials science; Engineering; Physics","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":[0.0002196522,0.0002497804,0.0004449376,0.00003664193,0.0001171532,0.00002446826,0.0003817392,0.0002103772,0.00008143632],"category_scores_gemma":[0.0004999985,0.0001102665,0.0001313962,0.0006056887,0.00006213193,0.0003458719,0.0001415975,0.0009868689,3.128121e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004368198,"about_ca_system_score_gemma":0.00001063986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001435949,"about_ca_topic_score_gemma":0.000003630126,"domain_scores_codex":[0.9984916,0.00003396421,0.0007078407,0.000183835,0.0003039018,0.0002788403],"domain_scores_gemma":[0.9992002,0.0001603496,0.0003302461,0.00003960148,0.0001275153,0.0001421015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003655168,0.00001221749,0.004579754,0.00003015107,0.0001270121,0.000005936089,0.0004012323,0.01158489,0.9782669,0.0005664869,0.0002612332,0.004127637],"study_design_scores_gemma":[0.0008423761,0.0008932571,0.03340216,0.0006804518,0.00008622158,0.000229735,0.001131617,0.0005609026,0.9599989,0.0001023895,0.001426325,0.0006456757],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946468,0.00339367,0.0002184913,0.0009791474,0.0005214426,0.0001228788,0.00003362273,0.00007133689,0.00001261706],"genre_scores_gemma":[0.9979698,0.0002588194,0.000329816,0.00003647956,0.001369753,0.000004009361,0.00001289703,0.000003989235,0.00001441515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02882241,"threshold_uncertainty_score":0.4496536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09182656401194131,"score_gpt":0.2974868265948105,"score_spread":0.2056602625828692,"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."}}