{"id":"W4385886196","doi":"10.55274/r0011560","title":"PR-631-174506-R01 Substandard Properties in Pipeline Fittings and Flanges","year":2019,"lang":"en","type":"report","venue":"","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flange; Pipeline (software); Quality (philosophy); Engineering; Work (physics); Reliability (semiconductor); Yield (engineering); Manufacturing engineering; Forensic engineering; Construction engineering; Mechanical engineering; Metallurgy; Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001908759,0.0005989467,0.0003418341,0.001782916,0.001336154,0.00173712,0.0007602992,0.001206186,0.14224],"category_scores_gemma":[0.002230581,0.0003081083,0.0003009312,0.001709654,0.0004887086,0.0009115714,0.001133141,0.0008611238,0.07949761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002152932,"about_ca_system_score_gemma":0.003567311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02312625,"about_ca_topic_score_gemma":0.03259572,"domain_scores_codex":[0.9968742,0.0002524328,0.0001054091,0.0001818063,0.00234412,0.0002419385],"domain_scores_gemma":[0.9975117,0.0004085456,0.0001930938,0.0003032924,0.001461273,0.0001219531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0009294785,0.001137335,0.01686089,0.001264435,0.00004779499,0.001899733,0.0005347838,0.002770158,0.07791104,0.02237862,0.5179476,0.3563181],"study_design_scores_gemma":[0.00003381298,0.0005807464,0.01652797,0.0001334385,0.00001252418,0.0009101056,0.0003965192,0.0005330134,0.04124733,0.000784121,0.9388152,0.00002507113],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02641895,0.001344483,0.005497502,0.001232288,0.0005673594,0.0007165805,0.02338659,0.00281942,0.9380168],"genre_scores_gemma":[0.07398487,0.001550253,0.006328463,0.0003381274,0.00008729823,0.0002584022,0.03065388,0.0008725782,0.8859261],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.14224,"threshold_uncertainty_score":0.4758401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0282487778840653,"score_gpt":0.227072749677721,"score_spread":0.1988239717936557,"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."}}