{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001608915,0.00009988945,0.0002198311,0.00007170105,0.00005290441,0.00008104971,0.0001255492,0.00007881792,0.0007549453],"category_scores_gemma":[0.00007361855,0.00008477572,0.00003682481,0.0001121923,0.00002101132,0.0005288298,0.00007860946,0.00006792643,0.0006281732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002844934,"about_ca_system_score_gemma":0.00001367681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006968409,"about_ca_topic_score_gemma":0.0000100024,"domain_scores_codex":[0.9989548,0.0000620219,0.0003295885,0.0001716757,0.0003388872,0.0001430533],"domain_scores_gemma":[0.9993951,0.00001841227,0.0002084595,0.0002289086,0.0001097378,0.00003934719],"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":[0.00003905206,0.0005626505,0.00056599,0.0001487838,0.00007415671,0.00000103121,0.000155031,0.000001841764,0.997524,0.00005414804,0.0008182182,0.00005509267],"study_design_scores_gemma":[0.000362958,0.00005584183,0.002432599,0.0001390957,0.00005037832,0.00000245572,0.0001408579,0.00007833626,0.9964937,0.00002289555,0.0001159556,0.0001049243],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978439,0.00005894097,0.00000488981,0.0001565959,0.0003449569,0.0004667612,0.000126575,0.00005948299,0.000937855],"genre_scores_gemma":[0.9960749,0.00001449995,0.0003954843,0.00003173224,0.00008028904,0.00001743741,0.0002271387,0.00001678227,0.00314173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002203875,"threshold_uncertainty_score":0.8266122,"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."}}