{"id":"W2899846820","doi":"10.1115/ipc2018-78311","title":"Standardization of Flattening Procedure of Transverse to Pipe Axis Strap Tensile Samples","year":2018,"lang":"en","type":"article","venue":"Volume 3: Operations, Monitoring, and Maintenance; Materials and Joining","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"EVRAZ (Canada)","funders":"","keywords":"Flattening; Materials science; Ultimate tensile strength; Transverse plane; Fixture; Structural engineering; Composite material; Grinding; Engineering; Mechanical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001669955,0.0001578623,0.0003053723,0.00009666294,0.0001237322,0.00007341456,0.00005469258,0.00008658859,0.00002782631],"category_scores_gemma":[0.00007840015,0.0001424741,0.00002362744,0.0001116448,0.0000720731,0.000146455,0.00002188991,0.00005996506,5.890835e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001557353,"about_ca_system_score_gemma":0.00001779216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008784224,"about_ca_topic_score_gemma":0.00001559593,"domain_scores_codex":[0.9991208,0.00001318889,0.0003689517,0.0001793479,0.0001158308,0.0002018388],"domain_scores_gemma":[0.9996032,0.00001498298,0.00003617621,0.0001218025,0.0001499475,0.00007393485],"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":[0.00002877932,0.000006918912,0.0006708967,0.0003177652,0.00003844576,7.92925e-7,0.00140909,0.04132513,0.953409,0.0006158296,0.0001964351,0.001980875],"study_design_scores_gemma":[0.00101975,0.0006305784,0.03178282,0.001122455,0.00008651295,0.00003312581,0.001890206,0.01018429,0.9447394,0.0002404459,0.00764126,0.0006291703],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9057959,0.0001992183,0.09306808,0.00003873399,0.0005059419,0.0001586361,0.00007368716,0.00009578865,0.00006403733],"genre_scores_gemma":[0.9862152,0.0002071712,0.01321631,0.000006708796,0.0002368899,0.00001503494,0.000008627293,0.00002452004,0.00006954219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08041931,"threshold_uncertainty_score":0.5809925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009118305830107082,"score_gpt":0.2185043187658306,"score_spread":0.2093860129357235,"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."}}