{"id":"W4309607749","doi":"10.3390/powders1040015","title":"A Novel Method to Formulate Pigmented Powder Coatings by Ultrafine Powders","year":2022,"lang":"en","type":"article","venue":"Powders","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Southwest University; Southwest University of Science and Technology","keywords":"Materials science; Gloss (optics); Coating; Powder coating; Composite material; Polyester; Particle (ecology); Pressing","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":[0.0002698239,0.0004431671,0.0003010193,0.000392993,0.0001525599,0.0003421918,0.0004491835,0.000416761,0.0004345333],"category_scores_gemma":[0.0002727201,0.0002243582,0.0004025371,0.0002220343,0.0002341124,0.0005115377,0.000311082,0.0007435023,0.0002404768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002263875,"about_ca_system_score_gemma":0.0001869939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004365002,"about_ca_topic_score_gemma":0.0007509639,"domain_scores_codex":[0.9996787,0.00002599266,0.00002610928,0.00008456438,0.0001591787,0.00002545952],"domain_scores_gemma":[0.999806,0.00003005038,0.00007423622,0.00003074505,0.00004318712,0.00001582097],"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":[0.00001337925,0.00001477315,0.00007166997,0.00007902229,0.000005623619,0.00002811837,0.00001604599,0.00006200786,0.9938054,0.0001041489,0.00003963261,0.005760256],"study_design_scores_gemma":[0.00001127577,0.0002063518,0.001398717,0.000006772443,0.00001544302,0.0002365832,0.000007411987,0.001615696,0.993076,0.00003239575,0.003381838,0.00001173097],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6781561,0.005261185,0.3112591,0.000175426,0.0001736162,0.0004277645,0.0003521229,0.0007167216,0.003478024],"genre_scores_gemma":[0.7807673,0.002131555,0.2137149,0.0001144891,0.00005242672,0.0002315928,0.0002470115,0.0001174597,0.002623276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004491835,"threshold_uncertainty_score":0.001642585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01220963037401086,"score_gpt":0.237623482873522,"score_spread":0.2254138524995112,"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."}}