{"id":"W2739991335","doi":"10.14288/1.0347255","title":"Characterization of linear friction welded in-service Inconel 718 superalloy","year":2017,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Inconel; Superalloy; Welding; Materials science; Metallurgy; Forensic engineering; Engineering; Microstructure","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":[0.00008124721,0.00003441274,0.0002128693,0.0000636874,0.0001300901,0.00003009982,0.0003065645,0.00009725407,0.00003669558],"category_scores_gemma":[0.00001502036,0.0001320044,0.00005859518,0.0001656221,0.00005198197,0.0005344005,0.00008286325,0.00009580436,0.000003986135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006560356,"about_ca_system_score_gemma":0.00001099322,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05054448,"about_ca_topic_score_gemma":0.1520844,"domain_scores_codex":[0.9994913,0.00001207318,0.0001219065,0.0001518392,0.0001058381,0.0001170575],"domain_scores_gemma":[0.9994015,0.000008253372,0.0001067495,0.0003328977,0.0001155626,0.0000350724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002266014,0.000188652,0.1528258,0.0006297091,0.000158858,0.0001060795,0.0007795289,0.004123697,0.5054663,0.00001021677,0.00021195,0.3354766],"study_design_scores_gemma":[0.0003588491,0.00001538691,0.9786236,0.0001382914,0.00002253572,0.00000345147,0.0001117683,0.02014904,0.0002684848,0.0001054098,0.00008472799,0.0001184108],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874377,0.000008857904,0.01180036,0.000039805,0.00006065896,0.0001034611,0.0000507035,0.0001182292,0.0003801934],"genre_scores_gemma":[0.9972089,0.0002311664,0.002421627,0.000006460185,0.00001573138,4.270336e-7,0.00003104041,0.00001401369,0.00007062925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8257979,"threshold_uncertainty_score":0.955778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008456333195868256,"score_gpt":0.1820834123475333,"score_spread":0.1736270791516651,"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."}}