{"id":"W3091812270","doi":"10.5006/3690","title":"Designing Lubricant-Impregnated Surfaces for Corrosion Protection","year":2020,"lang":"en","type":"article","venue":"CORROSION","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Corrosion; Lubricant; Materials science; Metallurgy; Brine; Texture (cosmology); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001437454,0.0003978767,0.0002519308,0.0002461751,0.0001197687,0.0003048254,0.0003356081,0.000408845,0.0003974891],"category_scores_gemma":[0.0003472673,0.0002042549,0.0002017507,0.0001692388,0.0001765942,0.0002873736,0.000232283,0.0003554653,0.0003135812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002231477,"about_ca_system_score_gemma":0.0001330611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000299628,"about_ca_topic_score_gemma":0.0007397499,"domain_scores_codex":[0.9998535,0.0000182702,0.000008361974,0.00002447254,0.00006282112,0.00003254784],"domain_scores_gemma":[0.9998553,0.00002546259,0.00004900662,0.0000118548,0.00004346925,0.00001482978],"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":[0.00001300353,0.000007719823,0.00007952805,0.00007498628,0.000003666896,0.0000498517,0.00001690926,0.0002177094,0.9967589,0.0000879753,0.00003689805,0.002652916],"study_design_scores_gemma":[0.000004311736,0.0001868915,0.0007299338,0.00000590183,0.000008535064,0.0001244538,0.00002403573,0.002299313,0.9943057,0.00003193839,0.002272805,0.000006196584],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9563018,0.004475292,0.0364469,0.0001232823,0.0000758644,0.00009802436,0.0001225167,0.0002515306,0.002104822],"genre_scores_gemma":[0.9719115,0.001680859,0.02476961,0.00004879979,0.00001097813,0.0000412138,0.0001387864,0.00004025194,0.001357993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000408845,"threshold_uncertainty_score":0.001619041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06595974662292903,"score_gpt":0.2600034576865512,"score_spread":0.1940437110636222,"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."}}