{"id":"W217983641","doi":"10.5006/c2001-01061","title":"Rotating Cage - Top Ranked Methodology for Inhibitor Evaluation and Qualification for Pipeline Applications","year":2001,"lang":"en","type":"article","venue":"","topic":"Scientific Measurement and Uncertainty Evaluation","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Devon Energy (Canada); Natural Resources Canada","funders":"","keywords":"Pipeline (software); Cage; Pipeline transport; Computer science; Reliability engineering; Engineering; Forensic engineering; Materials science; Mechanical engineering; Structural engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.0451239,0.000113004,0.0002178842,0.0002738718,0.0004731927,0.0002203514,0.0002414945,0.00008266448,0.0003612295],"category_scores_gemma":[0.0176699,0.00008728936,0.00008409664,0.0005925162,0.00006041511,0.000278644,0.00002320889,0.00003889453,0.00002718975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000490058,"about_ca_system_score_gemma":0.0001131499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002114645,"about_ca_topic_score_gemma":0.0001634035,"domain_scores_codex":[0.996458,0.0006273677,0.0008354028,0.000656256,0.001205448,0.0002175461],"domain_scores_gemma":[0.991761,0.004790179,0.0003709184,0.0004167549,0.002583505,0.00007768504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001746074,0.00005454214,0.001578932,0.00001015052,0.00001310436,1.63285e-8,0.0008787779,0.000398855,0.03606059,0.01449765,0.01409473,0.932238],"study_design_scores_gemma":[0.002453826,0.00009380457,0.001673279,0.000006643957,0.0001056803,0.000002308802,0.001818926,0.690486,0.006848348,0.2311478,0.06516034,0.0002031359],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04433662,0.0001067256,0.9467893,0.002903644,0.0003945237,0.003958252,0.00001717878,0.00004021577,0.001453559],"genre_scores_gemma":[0.6798666,0.00001013772,0.3052582,0.0004696767,0.0006695222,0.004894636,0.000309739,0.00001925981,0.008502209],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9320349,"threshold_uncertainty_score":0.9906047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6795521816807556,"score_gpt":0.5593512705432845,"score_spread":0.1202009111374711,"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."}}