{"id":"W4396581329","doi":"10.1108/rpj-08-2023-0300","title":"Chemical treatment in 3D dental model production for clear aligners via additive manufacturing: a comprehensive evaluation","year":2024,"lang":"en","type":"article","venue":"Rapid Prototyping Journal","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Stereolithography; Surface roughness; Surface finish; Computer science; Process engineering; Materials science; Engineering drawing; Manufacturing engineering; Orthodontics; Composite material; Engineering; Medicine","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":[0.001148775,0.000615645,0.0005098289,0.0009425427,0.0003173554,0.0007395941,0.0004885398,0.0005041574,0.001154599],"category_scores_gemma":[0.001055377,0.0003334495,0.0009992217,0.000556039,0.0002535293,0.0003723061,0.0003739379,0.0004174276,0.0002695578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005094878,"about_ca_system_score_gemma":0.0004764797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006573325,"about_ca_topic_score_gemma":0.001654352,"domain_scores_codex":[0.998773,0.0001148016,0.00006452979,0.00008598374,0.0009133577,0.00004827466],"domain_scores_gemma":[0.9992133,0.0002496146,0.0001990184,0.00009567969,0.0002199159,0.00002246394],"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":[0.0003900843,0.000599839,0.002893781,0.004002108,0.0001363889,0.0002302221,0.0001689083,0.0305909,0.8202625,0.0008229719,0.0006004021,0.139302],"study_design_scores_gemma":[0.00003823567,0.007679276,0.01698088,0.0001973351,0.0006824099,0.0006085639,0.0002231327,0.0451722,0.9090786,0.0003700498,0.01886636,0.0001029616],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9279834,0.01814372,0.04600621,0.0001197497,0.0001058545,0.0005455012,0.0006296759,0.0002326542,0.006233269],"genre_scores_gemma":[0.9027367,0.01174536,0.08233654,0.00006672499,0.0000390748,0.0002726174,0.0004264425,0.00009287334,0.002283711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001154599,"threshold_uncertainty_score":0.006075382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0336905569385564,"score_gpt":0.2827627393193714,"score_spread":0.249072182380815,"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."}}