{"id":"W3016532872","doi":"10.1016/j.addma.2020.101237","title":"Corrosion behavior and biocompatibility of additively manufactured 316L stainless steel in a physiological environment: the effect of citrate ions","year":2020,"lang":"en","type":"article","venue":"Additive manufacturing","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":103,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science; Biocompatibility; Corrosion; Dielectric spectroscopy; Passivation; Pitting corrosion; Selective laser melting; Electrochemistry; Microstructure; Simulated body fluid; Metallurgy; Cyclic voltammetry; Chemical engineering; Composite material; Electrode; Scanning electron microscope","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":[0.0001926516,0.0003680143,0.0006162747,0.00006796497,0.00007950668,0.0000229533,0.000232407,0.0001197129,0.000432622],"category_scores_gemma":[0.00006066806,0.0002502727,0.00009962521,0.00007294982,0.0003256687,0.0001420433,0.000167451,0.0003054579,0.000006819408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004078549,"about_ca_system_score_gemma":0.000008041649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000219953,"about_ca_topic_score_gemma":0.000005239319,"domain_scores_codex":[0.9984075,0.0002043814,0.0004696916,0.0003901453,0.0002098469,0.0003183887],"domain_scores_gemma":[0.9989541,0.0005534021,0.000171372,0.0002040414,0.00001667043,0.0001004841],"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":[0.001694651,0.0003378329,0.006061047,0.004415717,0.0003181047,0.0001278918,0.006117644,0.02335218,0.8908414,0.0001852462,0.0005898402,0.06595848],"study_design_scores_gemma":[0.0005840741,0.0003347507,0.2340267,0.00007940536,0.00004320616,0.000001902494,0.0001620619,0.000332076,0.7639537,0.00009188488,0.0001921604,0.0001980603],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968151,0.0001425584,0.00057054,0.00002595093,0.00006024646,0.000762363,0.001384283,0.0000703491,0.0001685641],"genre_scores_gemma":[0.9994159,0.000142882,0.00007036895,0.00002677493,0.00005910146,0.0001341072,0.0001139935,0.00003308815,0.000003734257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2279657,"threshold_uncertainty_score":0.9999949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01336273511156745,"score_gpt":0.2094273642748343,"score_spread":0.1960646291632668,"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."}}