{"id":"W1040459000","doi":"10.1520/stp104104","title":"Development of a Test Apparatus/Method and Material Specifications for Protection from Steam under Pressure","year":2012,"lang":"en","type":"book-chapter","venue":"","topic":"Engineering and Material Science Research","field":"Materials Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Hydrostatic test; Test (biology); Process engineering; Nuclear engineering; Forensic engineering; Reliability engineering; Petroleum engineering; Engineering; Computer science; Materials science; Mechanical engineering; Geology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000593801,0.0001952885,0.0002859066,0.0000832238,0.0001224279,0.00009157889,0.0001911654,0.0002215477,0.001677607],"category_scores_gemma":[0.00003602775,0.0001604171,0.00003264858,0.00002137209,0.00008150404,0.000115695,0.0001086889,0.00007692942,0.00005300086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004075247,"about_ca_system_score_gemma":0.000118071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006230058,"about_ca_topic_score_gemma":0.0000184508,"domain_scores_codex":[0.9987385,0.00001416954,0.0003438377,0.0003592823,0.0002781823,0.0002660181],"domain_scores_gemma":[0.9992827,0.0001115002,0.0001438543,0.0002420168,0.0001067331,0.0001131704],"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":[0.0000289732,0.00002205326,3.221957e-7,0.0001524584,0.00001410889,6.655087e-8,0.000111112,0.00001721826,0.9817111,0.01355169,0.0001546823,0.004236148],"study_design_scores_gemma":[0.0001885269,0.00005875825,0.0001021724,0.000115889,0.00004236394,0.000002602236,0.00002719867,0.0000732308,0.7601094,0.003645665,0.2353437,0.0002905049],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0257227,0.001338975,0.8405093,0.0003759707,0.004146443,0.008230233,0.004244956,0.0006323708,0.114799],"genre_scores_gemma":[0.06776483,0.000143989,0.6221672,0.00001562197,0.001450105,0.0006918937,0.000233909,0.0001322757,0.3074001],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.235189,"threshold_uncertainty_score":0.999235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.100941667257009,"score_gpt":0.307583296762034,"score_spread":0.206641629505025,"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."}}