{"id":"W1482016573","doi":"10.5772/59181","title":"Corrosion of Materials in Liquid Magnesium Alloys and Its Prevention","year":2014,"lang":"en","type":"book-chapter","venue":"InTech eBooks","topic":"Magnesium Alloys: Properties and Applications","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Magnesium; Corrosion prevention; Corrosion; Materials science; Metallurgy","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004422785,0.0002798752,0.0004806506,0.0001439714,0.00005079315,0.00004522957,0.0002973367,0.0003261118,0.001378887],"category_scores_gemma":[0.00002342384,0.0002469959,0.00006048517,0.0000105021,0.0001315139,0.00003961704,0.0002588229,0.0001327348,0.0001549838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003444071,"about_ca_system_score_gemma":0.00005403269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006233581,"about_ca_topic_score_gemma":0.00006788671,"domain_scores_codex":[0.9984279,0.00004128451,0.000662329,0.0004401752,0.0002217072,0.0002065843],"domain_scores_gemma":[0.9990204,0.00003313437,0.0003850858,0.000377517,0.0001236669,0.00006018192],"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":[0.0001067388,0.00001077559,3.018083e-7,0.0003457161,0.000001256597,0.000001733693,0.00006287857,1.50474e-7,0.9651548,0.03360903,0.00003663512,0.0006699979],"study_design_scores_gemma":[0.0002143558,0.0003895755,0.000003998846,0.0003687568,0.00003375484,0.00001051889,0.000009541665,0.00000383736,0.9755974,0.005901169,0.01721058,0.0002564793],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4930042,0.0007832665,0.001684262,0.0002749103,0.001042779,0.002843394,0.0002329143,0.0002417069,0.4998926],"genre_scores_gemma":[0.7476665,0.0000309605,0.0002160519,0.00004828252,0.00008972472,0.0000953022,0.00001529768,0.00004387284,0.251794],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2546623,"threshold_uncertainty_score":0.9999982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02341764545384239,"score_gpt":0.2436213761966202,"score_spread":0.2202037307427778,"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."}}