{"id":"W4401105820","doi":"10.2494/photopolymer.37.227","title":"Surface Hardness of UV-Solidified Coatings Containing In-situ Synthesized, Self-dispersed Nano-gel Domains as a Function of Surface Roughness and Viscoelastic Characteristics","year":2024,"lang":"en","type":"article","venue":"Journal of Photopolymer Science and Technology","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science; Viscoelasticity; Surface roughness; In situ; Nano-; Surface finish; Nanoindentation; Composite material; Surface (topology); Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001482251,0.0003322531,0.0002494765,0.0002408593,0.0001188791,0.0002547265,0.0002272424,0.0003642918,0.001241084],"category_scores_gemma":[0.0004451562,0.0002206873,0.0002158008,0.0002281383,0.0001993718,0.0002581703,0.0001671397,0.0004988401,0.0001855572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002767868,"about_ca_system_score_gemma":0.00009119653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000747507,"about_ca_topic_score_gemma":0.001240826,"domain_scores_codex":[0.9997903,0.00001777234,0.00001186787,0.00003782353,0.0001082354,0.00003406299],"domain_scores_gemma":[0.999599,0.0001315314,0.0001146229,0.00002772214,0.00009073302,0.00003643798],"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":[0.00002111997,0.000005706775,0.00008335319,0.00002072559,0.000003766215,0.00001420852,0.00001951085,0.00004997904,0.9993212,0.000006500899,0.000007466627,0.0004465033],"study_design_scores_gemma":[0.000003795732,0.00009731072,0.004219544,0.000002341904,0.00001256003,0.00002875855,0.00002878176,0.0009893854,0.9943474,0.000007503103,0.0002577358,0.000004925904],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974623,0.0006370642,0.001194404,0.00001988853,0.00001700339,0.000008874255,0.000102567,0.00002600934,0.0005320036],"genre_scores_gemma":[0.9968651,0.0004047102,0.0014168,0.00002378188,0.00000775939,0.00001375811,0.0001834788,0.0000318522,0.001052718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001241084,"threshold_uncertainty_score":0.004151881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007627475327979671,"score_gpt":0.2258101454636874,"score_spread":0.2181826701357077,"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."}}