{"id":"W1985926521","doi":"10.1115/pvp2004-2963","title":"Assessment of Remaining Life for Class 1 Piping Components Experiencing Wall Thinning","year":2004,"lang":"en","type":"article","venue":"","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Safety Canada","funders":"","keywords":"Piping; Nuclear power plant; Boiler (water heating); Service life; Engineering; Nuclear power; Service (business); Pressure vessel; Life extension; Forensic engineering; Nuclear engineering; Structural engineering; Reliability engineering; Mechanical engineering; Waste management; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001166347,0.0005418745,0.0003194831,0.002536033,0.0004513833,0.0006194102,0.000616836,0.0004730264,0.002530779],"category_scores_gemma":[0.002215306,0.0001893011,0.0004442929,0.0007564407,0.0003094132,0.0007757628,0.0005390579,0.0003056606,0.0005599356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007727356,"about_ca_system_score_gemma":0.0005847544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002930243,"about_ca_topic_score_gemma":0.004892189,"domain_scores_codex":[0.9989945,0.00005307137,0.0000554808,0.00008585022,0.00073427,0.00007671164],"domain_scores_gemma":[0.9978024,0.0004344075,0.0004103205,0.0001326508,0.001113127,0.0001070042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001112731,0.0002326925,0.2699931,0.0006055565,0.00007811005,0.001520477,0.001759579,0.09430194,0.3350702,0.002262347,0.00215373,0.2909094],"study_design_scores_gemma":[0.00001978254,0.002834756,0.5731817,0.0001718824,0.0001730281,0.001473738,0.001601742,0.1330998,0.2694994,0.001314548,0.01641496,0.0002146583],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488891,0.0003579956,0.03706901,0.00003227924,0.00001762014,0.0002248203,0.001025764,0.0003784026,0.01200492],"genre_scores_gemma":[0.9802749,0.0001935186,0.01414408,0.00001028542,0.000003247358,0.00009111225,0.0008424325,0.0000440501,0.004396272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002930243,"threshold_uncertainty_score":0.008466303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02611258656820945,"score_gpt":0.2682284659953988,"score_spread":0.2421158794271893,"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."}}