{"id":"W2033010224","doi":"10.1007/s11661-011-0703-2","title":"The Impact of Corrosion on Society","year":2011,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions A","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":185,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Corrosion; Dysfunctional family; Atmosphere (unit); Order (exchange); Metallurgy; Forensic engineering; Engineering; Business; Materials science; Psychology; Geography; Finance; Psychiatry; Meteorology","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":[0.0005049647,0.0003409732,0.0002952548,0.000773414,0.0006129771,0.001820036,0.0003724997,0.0007524546,0.01366646],"category_scores_gemma":[0.003633719,0.0001138077,0.0002230864,0.0006219412,0.001374533,0.001324083,0.0009745437,0.000469347,0.001714876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00116467,"about_ca_system_score_gemma":0.0008412412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003331773,"about_ca_topic_score_gemma":0.002763455,"domain_scores_codex":[0.9992493,0.0001910924,0.00002176129,0.00009335866,0.0002294404,0.0002150665],"domain_scores_gemma":[0.9978434,0.0005123368,0.0003015804,0.0002562613,0.0007683277,0.0003181775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005789161,0.0002983017,0.04194115,0.0002348073,0.0001597583,0.0007120375,0.001191391,0.01601665,0.01987312,0.79626,0.01129495,0.1114389],"study_design_scores_gemma":[0.00007250846,0.001315963,0.262657,0.0001346743,0.0001996847,0.001628309,0.005270459,0.02729777,0.02113151,0.5186456,0.1615104,0.0001362347],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6931236,0.002331887,0.002978431,0.005893839,0.000193605,0.00001058191,0.0003071491,0.00004255963,0.2951183],"genre_scores_gemma":[0.9921451,0.0007902981,0.0001351759,0.00006638369,0.00005021965,0.000002290536,0.00004478183,0.000007107049,0.006758411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01366646,"threshold_uncertainty_score":0.04571885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03429382712524075,"score_gpt":0.2665406602933763,"score_spread":0.2322468331681355,"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."}}