{"id":"W4292668617","doi":"10.1021/acs.langmuir.2c01540","title":"Morphological and Surface Potential Characterization of Protein Nanobiofilm Formation on Magnesium Alloy Oxide: Their Role in Biodegradation","year":2022,"lang":"en","type":"article","venue":"Langmuir","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Università degli Studi di Udine; University of British Columbia","keywords":"Oxide; Biocompatibility; Protein adsorption; Magnesium; Chemical engineering; Adsorption; Chemistry; Surface roughness; Electrolyte; Materials science; Analytical Chemistry (journal); Chromatography; Composite material; Physical chemistry; Organic chemistry; Electrode","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001086484,0.0001945429,0.0001204039,0.0002079533,0.0001116988,0.0001669129,0.0001661733,0.000260304,0.0006338412],"category_scores_gemma":[0.0002285923,0.000100074,0.0001358339,0.0001479332,0.0001449739,0.0001555952,0.0001069134,0.0001477453,0.0001229624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001362638,"about_ca_system_score_gemma":0.00006071424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008734068,"about_ca_topic_score_gemma":0.0006578536,"domain_scores_codex":[0.9999366,0.000007400454,0.000004671611,0.00001222202,0.00002774904,0.00001135354],"domain_scores_gemma":[0.9998851,0.00002579964,0.00003004657,0.000006174213,0.00003387052,0.00001908811],"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":[0.00002004963,0.000003606691,0.0002736538,0.00001422003,0.000001290251,0.00002421008,0.00001894604,0.00001254026,0.9992344,0.00001040408,0.000003580508,0.0003830847],"study_design_scores_gemma":[0.000005631442,0.0001512466,0.03464526,0.000005216504,0.00001445673,0.0001716612,0.0001005153,0.001023363,0.9632674,0.00003416824,0.0005752137,0.000005781042],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997606,0.0004481935,0.001266813,0.00002039724,0.000005477521,0.000009342614,0.0000954776,0.00001310665,0.0005351236],"genre_scores_gemma":[0.9965538,0.0003131663,0.002007068,0.00002574947,0.000005766649,0.00001806708,0.0001345992,0.000009033587,0.0009326435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008734068,"threshold_uncertainty_score":0.002120376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01185541203576629,"score_gpt":0.2156662952136258,"score_spread":0.2038108831778595,"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."}}