{"id":"W4408720958","doi":"10.1117/12.3048798","title":"Sticker molds and stencils for low-cost rapid-fabrication of polymer and textile-based biomedical devices","year":2025,"lang":"en","type":"article","venue":"","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Textile; Fabrication; Polymer; Computer science; Materials science; Nanotechnology; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002736901,0.0005179666,0.0002467518,0.0006069587,0.0001825106,0.0004052458,0.0003306444,0.0003727945,0.003583584],"category_scores_gemma":[0.0004804106,0.0003407008,0.000370857,0.000283846,0.0002932244,0.0003913575,0.0003058311,0.0005472881,0.00143299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002122054,"about_ca_system_score_gemma":0.0001556525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001939959,"about_ca_topic_score_gemma":0.0005553042,"domain_scores_codex":[0.9996743,0.0000259894,0.00003464197,0.00004977894,0.0001849228,0.00003034568],"domain_scores_gemma":[0.9995756,0.00009044718,0.0001820236,0.00009210021,0.00002863667,0.00003117447],"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":[0.00002929166,0.0000418375,0.0001992661,0.0002702127,0.00001107544,0.0001259542,0.00003366842,0.0006012557,0.9725693,0.00102462,0.0007579395,0.02433549],"study_design_scores_gemma":[0.00001540145,0.0001663362,0.001424,0.00002158229,0.0000105678,0.0002992348,0.00001154439,0.001892172,0.9795532,0.000211579,0.01637922,0.00001521472],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4760981,0.01116686,0.4718745,0.0005155872,0.001083432,0.001376111,0.002253982,0.008239866,0.02739153],"genre_scores_gemma":[0.6380637,0.005202196,0.336385,0.0003361368,0.0001294208,0.0006243034,0.001139967,0.0004326826,0.01768662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003583584,"threshold_uncertainty_score":0.01198828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01033739900507415,"score_gpt":0.2340580868890566,"score_spread":0.2237206878839824,"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."}}