{"id":"W2725326258","doi":"10.5006/c2014-3911","title":"Microbial Communities Associated with External Corrosion on an Operating Pipeline System","year":2014,"lang":"en","type":"article","venue":"","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Corrosion; Pipeline (software); Pipeline transport; Materials science; Environmental science; Petroleum engineering; Metallurgy; Waste management; Engineering; Environmental engineering; 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":[0.0001251939,0.0003668561,0.0003149156,0.0004549387,0.0003764313,0.000457801,0.0001779737,0.0002758603,0.0008456043],"category_scores_gemma":[0.0003373499,0.0001254756,0.0001493883,0.0003441559,0.0002951698,0.0002225021,0.0003498024,0.000278751,0.0001631436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001491249,"about_ca_system_score_gemma":0.000222219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002844918,"about_ca_topic_score_gemma":0.002985141,"domain_scores_codex":[0.9998018,0.0000179729,0.000009014447,0.00005804525,0.00007436048,0.00003870108],"domain_scores_gemma":[0.9998098,0.00003118517,0.00005083869,0.000008424321,0.00006022626,0.00003950055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002069531,0.0000596647,0.01710823,0.00006483383,0.00001060603,0.0002587417,0.0004272634,0.0002280739,0.9783944,0.00002095491,0.000031108,0.003189283],"study_design_scores_gemma":[0.00002761466,0.002748121,0.4802665,0.00004162379,0.00008783583,0.001218369,0.002743462,0.00351215,0.5073814,0.00007153244,0.00186783,0.00003359667],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992193,0.0000168199,0.0003949916,0.000005865382,0.000001735062,0.000009838004,0.00009210876,0.000006937443,0.0002524226],"genre_scores_gemma":[0.997414,0.00006315845,0.001131016,0.00001136391,0.000003874562,0.00001238452,0.0003095671,0.000006738327,0.001047794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002844918,"threshold_uncertainty_score":0.005656719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01004042649911433,"score_gpt":0.2000294630357671,"score_spread":0.1899890365366528,"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."}}