{"id":"W4414239907","doi":"10.54254/2753-8818/2025.au26959","title":"3D Printed Porous Scaffold Polymers Based on Polymerization-Induced Phase Separation and Their Applications in Biomedical Fields","year":2025,"lang":"en","type":"article","venue":"Theoretical and Natural Science","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"3D printing; 3d printed; Scaffold; Polymer; Porosity; Phase (matter); Characterization (materials science)","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":[],"consensus_categories":[],"category_scores_codex":[0.0003366866,0.00008808928,0.000097916,0.0001453009,0.0002251694,0.00007084769,0.0001285886,0.00004968869,0.0000734872],"category_scores_gemma":[0.0001523264,0.0000582554,0.0000100441,0.0007511434,0.00095369,0.0001124885,0.00005712936,0.00007535896,0.000001963733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002247751,"about_ca_system_score_gemma":0.00007933973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000194902,"about_ca_topic_score_gemma":0.000004255617,"domain_scores_codex":[0.9991624,0.0000455771,0.000153815,0.000293537,0.0001481106,0.0001965241],"domain_scores_gemma":[0.9995449,0.0001689248,0.00002617701,0.0001376596,0.00003202311,0.00009028114],"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":[0.00008255847,0.0001465075,0.0002017486,0.00001099385,7.39924e-7,5.090632e-7,0.0004154004,0.00001500095,0.8113884,0.1619795,0.000002520218,0.02575617],"study_design_scores_gemma":[0.001261278,0.0003003495,0.005805302,0.00009368011,0.000009262762,0.00000302901,0.0004223373,0.3859824,0.5973487,0.008437626,0.00009186261,0.0002441474],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853715,0.0000502252,0.01271691,0.0009603482,0.000102516,0.0001973548,0.000004455766,0.00003575983,0.0005608977],"genre_scores_gemma":[0.9994693,0.000003527703,0.000192339,0.0002746425,0.00001136609,0.00002474813,0.000006270291,0.000002344311,0.00001549315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3859674,"threshold_uncertainty_score":0.351391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006080225527428569,"score_gpt":0.2939048765931654,"score_spread":0.2878246510657368,"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."}}