{"id":"W4415927353","doi":"10.15353/hi-am.v1i1.6808","title":"You are what you breathe: observing airborne carbon fiber particulates during FFF printing of PA6-CF filament","year":2025,"lang":"","type":"article","venue":"Proceedings of the Holistic Innovation in Additive Manufacturing (HI-AM) Conference","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Fused filament fabrication; Fiber; Protein filament; Slicing; Fabrication; Dispersion (optics); Filter (signal processing)","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":[0.001157151,0.001170262,0.001470488,0.001497429,0.0004378918,0.0005221501,0.001734993,0.0006178569,0.0002134192],"category_scores_gemma":[0.003120159,0.001111721,0.0002779444,0.002094163,0.0008174785,0.000900575,0.002114548,0.001863672,0.000008385005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007428441,"about_ca_system_score_gemma":0.0001559197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001597448,"about_ca_topic_score_gemma":0.000009555275,"domain_scores_codex":[0.9936268,0.00006421869,0.002837433,0.001317061,0.0008575654,0.001296934],"domain_scores_gemma":[0.994358,0.0005428788,0.002574295,0.0007929961,0.001650152,0.00008167133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001416233,0.002620401,0.1115449,0.05544627,0.005570725,0.00009605061,0.03384198,0.03413886,0.2040337,0.1519087,0.001055202,0.398327],"study_design_scores_gemma":[0.0009066832,0.00004747774,0.2486939,0.01438766,0.0001667342,0.000008423277,0.006457246,0.002709204,0.7173468,0.008271515,0.0002611791,0.0007431929],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924089,0.0002513347,0.0003581365,0.0008069338,0.001129292,0.00124715,0.000134845,0.0004219493,0.003241485],"genre_scores_gemma":[0.9970497,0.000373284,0.001016695,0.000041936,0.0001564907,0.0002178955,0.00002670624,0.0001101345,0.001007137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5133131,"threshold_uncertainty_score":0.9991333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02655220465617688,"score_gpt":0.2458355746935189,"score_spread":0.219283370037342,"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."}}