{"id":"W2016395131","doi":"10.1016/j.apsusc.2004.04.038","title":"Microstructural effects on the initiation of zinc phosphate coatings on 2024-T3 aluminum alloy","year":2004,"lang":"en","type":"article","venue":"Applied Surface Science","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science; Scanning electron microscope; X-ray photoelectron spectroscopy; Alloy; Coating; Microstructure; Nucleation; Zinc; Metallurgy; Chemical engineering; Auger electron spectroscopy; Analytical Chemistry (journal); Chemistry; Composite material","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":[0.00088091,0.0001659313,0.0001573688,0.00005257192,0.0004625415,0.0001195934,0.0004560916,0.00005068219,0.0001589616],"category_scores_gemma":[0.00009540128,0.0001130683,0.00004152089,0.0005436168,0.0005702475,0.0002178424,0.000105877,0.0001379522,0.000295702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001214886,"about_ca_system_score_gemma":0.0001176064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005303632,"about_ca_topic_score_gemma":0.000005718941,"domain_scores_codex":[0.9981909,0.00003081915,0.0002510067,0.0004457994,0.0007338711,0.0003476439],"domain_scores_gemma":[0.9990826,0.0001752572,0.000192032,0.0003741277,0.0001004324,0.00007561297],"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":[0.00003539264,0.00003126844,0.00005291832,0.000007554509,1.442052e-7,9.224998e-7,0.0005558216,0.001131297,0.9878262,0.009947357,0.0001085923,0.0003025278],"study_design_scores_gemma":[0.0003750011,0.000168061,0.002246052,0.00006683778,0.000005743304,0.000002129833,0.0001638566,0.00002725381,0.9957749,0.0009890974,0.00004117738,0.0001399254],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968069,0.000008274152,0.0001210347,0.0003695904,0.0006551718,0.0004577919,0.00001447385,0.0000492839,0.001517455],"genre_scores_gemma":[0.9986582,0.000003421791,0.0005482694,0.0006750139,0.00002504044,0.00001780604,0.000003634828,0.00001009279,0.00005846181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00895826,"threshold_uncertainty_score":0.4610791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01302356964886929,"score_gpt":0.2468389385253223,"score_spread":0.233815368876453,"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."}}