{"id":"W2625901730","doi":"10.5006/c2013-02253","title":"Dealing with Severe Corrosion on a Recently Installed Pipeline","year":2013,"lang":"en","type":"article","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spectra Energy (Canada); Union Gas (Canada)","funders":"","keywords":"Corrosion; Pipeline (software); Forensic engineering; Computer science; Environmental science; Engineering; Metallurgy; Materials science; Mechanical 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":[0.0005349643,0.0004609415,0.0003029619,0.0004762105,0.0006381387,0.0004330463,0.0004785718,0.001022311,0.0009456258],"category_scores_gemma":[0.00150126,0.0002499667,0.0002261646,0.0002327145,0.0004959875,0.0006263876,0.0008180368,0.0007872558,0.0003413154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003539027,"about_ca_system_score_gemma":0.0002618626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001020456,"about_ca_topic_score_gemma":0.003193749,"domain_scores_codex":[0.9996307,0.00007839488,0.00002171925,0.00005291437,0.0001597062,0.00005661259],"domain_scores_gemma":[0.9993388,0.000151913,0.0001801828,0.00008457885,0.0001633708,0.00008121157],"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":[0.0006440512,0.0001923056,0.08040253,0.0004466743,0.00006437464,0.03160656,0.003053651,0.004830371,0.762774,0.0004355916,0.002259709,0.1132901],"study_design_scores_gemma":[0.00008195084,0.007964364,0.1870857,0.0002222793,0.0001935555,0.06584389,0.003805199,0.02933562,0.6738085,0.001092091,0.03039168,0.000175158],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806988,0.0001950434,0.01605672,0.0004735748,0.0000351107,0.00004181557,0.00003782134,0.0002035367,0.002257633],"genre_scores_gemma":[0.9935547,0.00009338531,0.005286757,0.00005042446,0.0000120712,0.000003414671,0.00002641863,0.00001395732,0.0009589065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001022311,"threshold_uncertainty_score":0.003163457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01523144687656052,"score_gpt":0.2318139761980698,"score_spread":0.2165825293215093,"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."}}