{"id":"W4415598464","doi":"10.1115/detc2025-169142","title":"A Mechanical Add-On for Multi-Resin SLA Printing: Design, Integration, and Testing","year":2025,"lang":"en","type":"article","venue":"","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Stereolithography; Work (physics); Scalability; Test (biology); Materials testing; Rapid prototyping","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004879434,0.0003643757,0.0002530094,0.0006025396,0.0001913685,0.0005018663,0.0009470031,0.0004924233,0.00251278],"category_scores_gemma":[0.0004312418,0.0002746677,0.0003585756,0.0002076002,0.0002675754,0.0004451117,0.0004087306,0.0004406359,0.001274321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003198125,"about_ca_system_score_gemma":0.0003725487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002184861,"about_ca_topic_score_gemma":0.0004315964,"domain_scores_codex":[0.9994527,0.00003496003,0.00002542148,0.00008654515,0.0003417089,0.00005877344],"domain_scores_gemma":[0.9994246,0.00006112902,0.0001532492,0.0001285464,0.0001625095,0.00007010121],"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":[0.00005579019,0.00009773255,0.0004277006,0.0001373664,0.00001237975,0.000114309,0.00004461164,0.0006329407,0.9809104,0.0003811455,0.0003161688,0.01686954],"study_design_scores_gemma":[0.00001888129,0.0008391364,0.002102467,0.000008573908,0.00001934694,0.0003019131,0.00001812955,0.005615294,0.9828823,0.00004686178,0.008128196,0.00001906003],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7936069,0.001111956,0.1907901,0.0002106352,0.000307398,0.0007391887,0.0006789571,0.003924718,0.008630169],"genre_scores_gemma":[0.8852875,0.0002575101,0.1076236,0.0000673563,0.00003317435,0.0002526889,0.0002305672,0.0001718582,0.006075799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00251278,"threshold_uncertainty_score":0.008406103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07176378194867315,"score_gpt":0.2822635407923053,"score_spread":0.2104997588436321,"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."}}