{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003005471,0.0002714878,0.0002459012,0.0002223676,0.0002735178,0.00004083717,0.0004148785,0.00006446691,0.0004021693],"category_scores_gemma":[0.0000892624,0.0002977719,0.00009265304,0.0003764851,0.00003479882,0.00008019478,0.0002687371,0.0004545269,0.00004500345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001787478,"about_ca_system_score_gemma":0.00001149387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001718977,"about_ca_topic_score_gemma":0.000006294372,"domain_scores_codex":[0.9985327,0.00003118014,0.0002578773,0.0003463891,0.0002882908,0.0005436041],"domain_scores_gemma":[0.9993696,0.0001312325,0.00005089738,0.0003226571,0.00002402411,0.0001016335],"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":[0.00005358375,0.0001392103,0.0001856399,0.00009736972,0.000282704,0.00001663158,0.002303998,0.1133494,0.5891042,0.0007887869,0.2411883,0.05249024],"study_design_scores_gemma":[0.00140146,0.0002531751,0.0003345948,0.0000357433,0.00005145248,0.00006738828,0.003911573,0.009487162,0.5814,0.000735446,0.4011663,0.001155751],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4712837,0.0001676507,0.5122904,0.004412456,0.0006461644,0.0007352653,0.0003738802,0.005515772,0.004574684],"genre_scores_gemma":[0.9719784,0.000005780736,0.02616731,0.0008830205,0.0000240492,0.0001532048,0.0000659425,0.00008556273,0.0006367391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5006947,"threshold_uncertainty_score":0.9999474,"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."}}