{"id":"W1984679314","doi":"10.1115/ipc2004-0665","title":"Hydrotest Protocol for Applications Involving Lower-Toughness Steels","year":2004,"lang":"en","type":"article","venue":"2004 International Pipeline Conference, Volumes 1, 2, and 3","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Charpy impact test; Materials science; Fracture toughness; Ductility (Earth science); Fracture (geology); Cracking; Toughness; Fracture mechanics; Brittleness; Deformation (meteorology); Composite material; Structural engineering; Metallurgy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001018453,0.0004603742,0.0003238052,0.0003900585,0.0003911995,0.0002470927,0.0007372178,0.0004780662,0.009150571],"category_scores_gemma":[0.001569787,0.0003171866,0.0002236647,0.0002464461,0.0004660602,0.0004735096,0.0005878992,0.0006431031,0.002200685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003171911,"about_ca_system_score_gemma":0.0004493852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005444468,"about_ca_topic_score_gemma":0.001400843,"domain_scores_codex":[0.9991775,0.0001039656,0.00007929511,0.0001288568,0.0004306888,0.00007959537],"domain_scores_gemma":[0.99863,0.0002560152,0.0001879071,0.0003657561,0.0004815595,0.00007885706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001555502,0.0000577984,0.000560711,0.0001207695,0.000003908831,0.0001202199,0.00009011927,0.0003038281,0.9903861,0.0002817101,0.0006379596,0.007281313],"study_design_scores_gemma":[0.00002735884,0.001044391,0.003988423,0.00002643191,0.0000111292,0.0002796153,0.00005384088,0.002237166,0.9752219,0.0001562623,0.01693306,0.00002050138],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.6461993,0.0007028176,0.3235364,0.0002771255,0.000349228,0.006507285,0.002715203,0.004724842,0.01498787],"genre_scores_gemma":[0.7172909,0.0009569903,0.2411584,0.00053404,0.00006300677,0.007789446,0.004211246,0.001155132,0.02684083],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.009150571,"threshold_uncertainty_score":0.03061169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02458236136474668,"score_gpt":0.2907112043567389,"score_spread":0.2661288429919922,"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."}}