{"id":"W3200721683","doi":"10.1016/j.arabjc.2021.103445","title":"Microbiologically-influenced corrosion of the electroless-deposited NiP-TiNi – Coating","year":2021,"lang":"en","type":"article","venue":"Arabian Journal of Chemistry","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Qatar National Research Fund; Qatar University; Qatar Foundation","keywords":"Dielectric spectroscopy; NIP; Coating; X-ray photoelectron spectroscopy; Corrosion; Chemistry; Scanning electron microscope; Nanocomposite; Metallurgy; Carbon steel; Energy-dispersive X-ray spectroscopy; Chemical engineering; Seawater; Materials science; Composite material; Electrochemistry; Electrode; Organic chemistry","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":[0.0002884626,0.00009913489,0.0002194392,0.00001161908,0.0001008734,0.00003728596,0.0002697718,0.00008972184,0.0005021389],"category_scores_gemma":[0.0002391418,0.00006637471,0.0001673997,0.0001566392,0.0001034071,0.00009356737,0.00007835719,0.0002301073,0.000004126081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003697617,"about_ca_system_score_gemma":0.0001348279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001033377,"about_ca_topic_score_gemma":5.860129e-7,"domain_scores_codex":[0.998866,0.00007428826,0.0005428923,0.0001321494,0.0002223768,0.0001623589],"domain_scores_gemma":[0.9986358,0.00005516861,0.0006216823,0.0001993205,0.0004264978,0.00006154073],"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":[0.00004094465,0.00006383324,0.002950015,0.00002327499,6.964324e-7,0.0000148105,0.00006332042,0.00002962806,0.996524,0.000002152312,0.000182589,0.0001047511],"study_design_scores_gemma":[0.0003603197,0.00004431412,0.001834607,0.0002776932,0.00002629783,0.0005642363,0.0001226906,0.000005626031,0.9965705,0.00004506291,0.0000712394,0.00007744475],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987633,0.0001545758,0.0003509056,0.0002331704,0.000174598,0.00003053803,0.000008764032,0.000008372839,0.0002757763],"genre_scores_gemma":[0.9992785,0.00001658379,0.0003558393,0.0001271822,0.00006460548,8.420723e-7,0.000003277077,0.000006500431,0.0001466462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001115408,"threshold_uncertainty_score":0.5498069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008873144365485496,"score_gpt":0.2295614154914389,"score_spread":0.2206882711259534,"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."}}