{"id":"W4400900855","doi":"10.1021/acsaenm.4c00347","title":"Thiazolium-Bearing Chitosan Polymer Mitigates Microbiologically and Acid-Induced Corrosion on Stainless Steel Dental Crowns and Pipeline Steel in Saliva and Pickle Liquor","year":2024,"lang":"en","type":"article","venue":"ACS Applied Engineering Materials","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Bearing (navigation); Corrosion; Chitosan; Saliva; Polymer; Materials science; Metallurgy; Dentistry; Composite material; Chemistry; Medicine; Organic chemistry; Biochemistry; Computer science","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"],"consensus_categories":[],"category_scores_codex":[0.0002970093,0.0003088436,0.0003606105,0.0001637842,0.00009286538,0.000453914,0.0001005455,0.0001860052,0.00006461456],"category_scores_gemma":[0.00001968787,0.0002636774,0.000017802,0.0001077805,0.00006236478,0.0001557015,0.000229648,0.0001464814,0.00001344224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003346557,"about_ca_system_score_gemma":0.00001526941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000323795,"about_ca_topic_score_gemma":0.000005659679,"domain_scores_codex":[0.9985158,0.00003072838,0.0003985557,0.000558375,0.0001327457,0.0003638063],"domain_scores_gemma":[0.9995849,0.0000796643,0.00005111003,0.0001650016,0.00001071164,0.0001086795],"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":[0.0000753987,0.00003131199,0.00009256376,0.000189481,0.000001048921,0.00001420542,0.0002619395,0.00002138715,0.9981943,0.000839424,0.00001567796,0.0002633074],"study_design_scores_gemma":[0.0004370981,0.000105571,0.004321542,0.000344533,0.00001771141,0.00004106719,0.0001346135,0.00006484737,0.9941756,0.00002605895,0.00001766449,0.0003137327],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982648,0.0003586387,0.00009674774,0.00006218945,0.000490583,0.0003764459,0.0001003631,0.0002142424,0.00003591502],"genre_scores_gemma":[0.9993261,0.000107448,0.0001987775,0.00007126932,0.0001183067,0.00006910925,0.00003993056,0.00004453053,0.00002454962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004228978,"threshold_uncertainty_score":0.9999815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009581733341368453,"score_gpt":0.2203301399309541,"score_spread":0.2107484065895857,"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."}}