{"id":"W2092224869","doi":"10.1243/095440603762554622","title":"Fluid mechanics of slot-coating in photopolymer-based rapid composites manufacturing","year":2003,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part C Journal of Mechanical Engineering Science","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto","funders":"","keywords":"Coating; Volume of fluid method; Materials science; Context (archaeology); Composite material; Mechanical engineering; Layer (electronics); Composite number; Process (computing); Photopolymer; Computer science; Mechanics; Polymer; Engineering; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002225492,0.0003250899,0.0007080419,0.0006858471,0.00007163236,0.00002210121,0.001245991,0.000201954,0.00001308667],"category_scores_gemma":[0.002554941,0.0002677276,0.0002822634,0.0010204,0.0002171363,0.0003255011,0.0001527084,0.0007354016,5.12493e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001896711,"about_ca_system_score_gemma":0.0001388696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003654626,"about_ca_topic_score_gemma":3.062177e-7,"domain_scores_codex":[0.9969805,0.00001430395,0.001332073,0.0002587225,0.0009268885,0.0004875285],"domain_scores_gemma":[0.998486,0.0002251286,0.0005621664,0.0002410219,0.0003442231,0.0001414863],"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":[0.00001874232,0.000051209,0.000005127639,0.0002811896,0.00002949382,0.000001356295,0.00003488538,0.2968919,0.6406114,0.06141689,0.000006495306,0.0006513196],"study_design_scores_gemma":[0.0005227205,0.0001611817,0.00003494375,0.0009177641,0.00003358037,0.00003057665,0.00009302554,0.1650876,0.8317884,0.001047641,0.00008183945,0.0002007299],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8902328,0.0003127059,0.1075466,0.00006436957,0.001225253,0.000257502,0.000009352213,0.0001483664,0.0002030517],"genre_scores_gemma":[0.9762175,0.00007234894,0.0236351,0.000008127892,0.00003066961,0.000006037906,2.598443e-7,0.00002873198,0.000001231845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.191177,"threshold_uncertainty_score":0.9999775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01188445669290157,"score_gpt":0.2089209613287252,"score_spread":0.1970365046358237,"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."}}