{"id":"W4255084357","doi":"10.1520/stp48750s","title":"Electrochemical Quartz Crystal Microbalance Technique to Monitor External Polymeric Pipeline Coatings","year":2009,"lang":"en","type":"book-chapter","venue":"","topic":"Acoustic Wave Resonator Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Quartz crystal microbalance; Electrochemistry; Materials science; Quartz; Chemical engineering; Pipeline (software); Nanotechnology; Composite material; Chemistry; Electrode; Engineering; Organic chemistry; Physical chemistry; Mechanical engineering; Adsorption","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006177062,0.0006641174,0.0006001274,0.0002830703,0.00003866844,0.00004171538,0.0006010281,0.0008488667,0.0001794855],"category_scores_gemma":[0.00003993804,0.0006798038,0.0001633439,0.00008640395,0.00008003853,0.00006015051,0.0001078458,0.0009778376,0.0001496506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003438,"about_ca_system_score_gemma":0.00002514041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006896029,"about_ca_topic_score_gemma":0.00000211447,"domain_scores_codex":[0.9980842,0.00000349499,0.0005030403,0.0004867321,0.0003300908,0.000592458],"domain_scores_gemma":[0.9991017,0.00004933589,0.00008573655,0.0005417307,0.00006889283,0.00015259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001105897,0.000008733141,0.000001175935,0.0000558921,0.00001539219,0.000037248,0.000006469269,0.00002583421,0.9703501,0.001969244,0.00989699,0.01762182],"study_design_scores_gemma":[0.0002028297,0.0002033289,0.000004553373,0.0005791134,0.00005778944,0.000309368,0.00001032545,0.000897259,0.914281,0.006855117,0.07512653,0.00147276],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.000200739,0.00401885,0.7569268,0.000158152,0.0001898385,0.0008602103,0.00005504075,0.005161078,0.2324292],"genre_scores_gemma":[0.209103,0.0009194883,0.2382176,0.0006045402,0.001686942,0.0002306423,0.00007809476,0.0007706728,0.548389],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5187092,"threshold_uncertainty_score":0.9995653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00504623832322086,"score_gpt":0.2046318112632545,"score_spread":0.1995855729400337,"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."}}