{"id":"W2522333922","doi":"10.5006/mp2016_55_1-54","title":"Corrosion Inhibitors for Prolonged Protection of Military Equipment and Vehicles","year":2016,"lang":"en","type":"article","venue":"Materials performance","topic":"Material Properties and Applications","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Magna International (Canada)","funders":"","keywords":"Corrosion; Forensic engineering; Aeronautics; Environmental science; Reliability engineering; Engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003869629,0.0001019561,0.0001679644,0.00002867433,0.0001339077,0.000014618,0.00009228112,0.0000514123,0.0001754005],"category_scores_gemma":[0.00002177602,0.00006085496,0.00001584103,0.00002986832,0.000107629,0.0002002242,0.0000747192,0.0000109479,0.00002680761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002056873,"about_ca_system_score_gemma":0.00001483924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004702456,"about_ca_topic_score_gemma":0.000002279259,"domain_scores_codex":[0.9991754,0.00002734546,0.0003128383,0.0002079617,0.0001003607,0.000176066],"domain_scores_gemma":[0.9996194,0.00001420355,0.0001069624,0.0001640435,0.00006200143,0.00003342054],"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":[0.0003080108,0.00002296087,0.00008147945,0.0002862058,9.973841e-7,3.414767e-8,0.00007500234,0.000002131995,0.9948798,0.00006768759,0.0001323698,0.004143256],"study_design_scores_gemma":[0.0003969105,0.0002908092,0.001581323,0.0001469454,0.000006209507,0.000002154408,0.00001353512,0.00004702242,0.9957865,0.0001648009,0.001465012,0.00009870546],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997875,0.00007159937,0.0002900575,0.0003254043,0.0004167128,0.0008665244,0.00009607192,0.00004552294,0.00001310946],"genre_scores_gemma":[0.9984725,0.0001140381,0.0006344102,0.0000195529,0.0001036544,0.0005163197,0.000004183352,0.00001266178,0.0001227253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00404455,"threshold_uncertainty_score":0.2481593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01987747433601988,"score_gpt":0.2243886916274025,"score_spread":0.2045112172913826,"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."}}