{"id":"W2916020868","doi":"10.1371/journal.pone.0212995","title":"Manual polishing of 3D printed metals produced by laser powder bed fusion reduces biofilm formation","year":2019,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Dental materials and restorations","field":"Dentistry","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"OVC Pet Trust; Ontario Veterinary College, University of Guelph","keywords":"Biofilm; Materials science; Surface roughness; Scanning electron microscope; Alloy; Polishing; Titanium; Chromium; Cobalt; Metallurgy; Agar plate; Composite material; Bacteria; Biology","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":[0.0004485653,0.0004615964,0.0004753121,0.000656824,0.0001776064,0.0007461139,0.0003959626,0.0006956009,0.001817333],"category_scores_gemma":[0.001062685,0.0005162171,0.000849395,0.0003056489,0.0003690844,0.0003247509,0.0004797497,0.0004461227,0.0006287106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002498914,"about_ca_system_score_gemma":0.0002001854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005702353,"about_ca_topic_score_gemma":0.001269689,"domain_scores_codex":[0.9994404,0.0000446009,0.0000538008,0.0001069418,0.0002936546,0.00006053453],"domain_scores_gemma":[0.9994605,0.0001760019,0.0001694684,0.0000929046,0.00007489482,0.00002627028],"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":[0.00007937715,0.0000302932,0.0005591176,0.00006010978,0.00001139082,0.00006818818,0.00003097815,0.0003942556,0.9913133,0.00004652345,0.00005621087,0.007350315],"study_design_scores_gemma":[0.00001980597,0.0007236433,0.0153792,0.00001167946,0.0000503471,0.0006928806,0.00007238079,0.003083624,0.9775226,0.0001033542,0.002316575,0.00002392994],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.962075,0.001522024,0.03423801,0.00006821273,0.0000625723,0.00007033093,0.0001945702,0.0004188345,0.001350356],"genre_scores_gemma":[0.9573382,0.0006303343,0.03954798,0.00006498352,0.00001279147,0.00005031911,0.0002727886,0.00008012937,0.002002444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001817333,"threshold_uncertainty_score":0.006079614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02803502345247611,"score_gpt":0.2560297132367204,"score_spread":0.2279946897842443,"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."}}