{"id":"W2892515968","doi":"10.1016/j.corsci.2018.09.008","title":"A spectromicroscopy study of the corrosion of polymer coated steel","year":2018,"lang":"en","type":"article","venue":"Corrosion Science","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Western Economic Diversification Canada; Consiglio Nazionale delle Ricerche; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Mosaic Company; University of Saskatchewan","keywords":"XANES; Corrosion; Materials science; Opacity; Polymer; Absorption (acoustics); Metal; Enhanced Data Rates for GSM Evolution; Spectroscopy; Metallurgy; Composite material; Analytical Chemistry (journal); Optics; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00009313199,0.0002643467,0.0002262848,0.0004034348,0.000373372,0.0001710335,0.0003192441,0.0004454799,0.001571144],"category_scores_gemma":[0.0002083202,0.0001456034,0.0002210157,0.0002837475,0.0002484773,0.0002033653,0.0001442877,0.0003709711,0.0002764782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001911244,"about_ca_system_score_gemma":0.0001558656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002271383,"about_ca_topic_score_gemma":0.001510472,"domain_scores_codex":[0.9998845,0.00000949586,0.000004458326,0.00002149063,0.00005413513,0.00002601483],"domain_scores_gemma":[0.9998331,0.00003190366,0.00002545284,0.00001252476,0.00007723008,0.00001966116],"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":[0.00005066929,0.00001004207,0.0002517117,0.00001302262,0.00000256584,0.00006282706,0.00001808483,0.00002090015,0.9987263,0.00001858988,0.00003722881,0.0007879235],"study_design_scores_gemma":[0.0000121925,0.0005315149,0.03702969,0.000005013924,0.00001545296,0.0006746632,0.0001009276,0.001213502,0.9592901,0.00002952977,0.001087185,0.00001029381],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964562,0.0004975518,0.001415975,0.00006543256,0.0000113973,0.00001104696,0.0001171522,0.00004332808,0.001381828],"genre_scores_gemma":[0.9959149,0.0002635538,0.001544783,0.00002348816,0.00001399597,0.000005513762,0.0001735921,0.0000133253,0.002046941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002271383,"threshold_uncertainty_score":0.005255997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01189536341881345,"score_gpt":0.286232153156017,"score_spread":0.2743367897372035,"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."}}