{"id":"W2558522997","doi":"10.1115/pvp2016-63277","title":"An Integrated Welding and Damage Model for Practical Prediction of Creep Life in Welded P91 Alloy","year":2016,"lang":"en","type":"article","venue":"","topic":"High Temperature Alloys and Creep","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Life Prediction Technologies (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Welding; Creep; Materials science; Forensic engineering; Metallurgy; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001498666,0.0003390832,0.0003255311,0.0003178319,0.0002319572,0.0003727239,0.0005733062,0.0006798736,0.0008268011],"category_scores_gemma":[0.0004419805,0.000297871,0.0003994069,0.0002305091,0.0002184261,0.0003002451,0.0003407674,0.0003285003,0.0001607085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004914709,"about_ca_system_score_gemma":0.0006506079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01086616,"about_ca_topic_score_gemma":0.005906949,"domain_scores_codex":[0.9999462,0.000008479826,0.000004070543,0.00001090248,0.00002266782,0.000007728867],"domain_scores_gemma":[0.9999081,0.0000345756,0.00001641678,0.00001137588,0.0000231054,0.000006392075],"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":[0.000008395677,0.000009057285,0.0004257852,0.000007240481,0.000003414139,0.00002115084,0.00001061066,0.9942168,0.002479081,0.000435674,0.00003784028,0.002344943],"study_design_scores_gemma":[7.215475e-7,0.000005938292,0.0001274743,4.86746e-7,0.000001078959,0.00000375359,0.000001438799,0.9994519,0.0002728515,0.00008032627,0.00005295993,8.847687e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4575787,0.0003444976,0.5336857,0.0001174857,0.00002718888,0.00008021463,0.0003087026,0.0007654064,0.007092059],"genre_scores_gemma":[0.983257,0.0001055728,0.01450978,0.00001056384,0.000004592324,0.00007009871,0.0001057975,0.00003734486,0.001899358],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01086616,"threshold_uncertainty_score":0.02160585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01764209856850341,"score_gpt":0.2484132584908063,"score_spread":0.2307711599223029,"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."}}