{"id":"W4411404139","doi":"10.1016/j.jmrt.2025.06.142","title":"Using the Box-Behnken experimental design to improve the biocompatibility of the powder Ti–TiB2 composite through laser surface treatment","year":2025,"lang":"en","type":"article","venue":"Journal of Materials Research and Technology","topic":"Advanced materials and composites","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Slovenská technická univerzita v Bratislave; Vedecká Grantová Agentúra MŠVVaŠ SR a SAV; Kultúrna a Edukacná Grantová Agentúra MŠVVaŠ SR; St. Thomas University","keywords":"Materials science; Box–Behnken design; Biocompatibility; Composite number; Response surface methodology; Laser; Composite material; Nanotechnology; Metallurgy; Chromatography; Optics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005776634,0.0001250974,0.0002874246,0.00007933241,0.0002167253,0.00007158166,0.0004200973,0.00008095733,0.00001903789],"category_scores_gemma":[0.00003477383,0.00005649232,0.00003624215,0.000295608,0.0003041947,0.00007159672,0.0002394183,0.0001480932,0.000001115717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001083421,"about_ca_system_score_gemma":0.00004970061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005805691,"about_ca_topic_score_gemma":0.000003413926,"domain_scores_codex":[0.9988922,0.0002016132,0.0003647137,0.0001122505,0.0001753149,0.0002539134],"domain_scores_gemma":[0.9992236,0.0001715363,0.0000870441,0.0003384791,0.0001533659,0.00002598517],"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":[0.0001573207,0.00006406169,0.00009665418,0.0000209194,0.00007416608,0.000002547727,0.0001493293,0.001399248,0.9972582,0.0003797455,0.0001512356,0.0002465078],"study_design_scores_gemma":[0.0003667205,0.0003826939,0.0001386141,0.00006047946,0.00001393894,0.00002099628,0.0004005813,0.00008711214,0.9946098,0.003362256,0.0005069197,0.00004993475],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947019,0.001170497,0.001806448,0.001381534,0.0003423857,0.000523343,0.00001813424,0.00001878421,0.00003702051],"genre_scores_gemma":[0.996613,0.0001414065,0.003130849,0.00002066434,0.00004045925,0.00001300618,2.511491e-7,0.00001124636,0.00002915502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00298251,"threshold_uncertainty_score":0.230369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05374187042279791,"score_gpt":0.3593300969317231,"score_spread":0.3055882265089252,"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."}}