{"id":"W4415760538","doi":"10.1016/j.addma.2025.105009","title":"Resolving hydrophilic–hydrophobic resin mismatch for single-step volumetric additive manufacturing of cell-adhesive polyesters","year":2025,"lang":"en","type":"article","venue":"Additive manufacturing","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Ministry of Science and ICT, South Korea; Agentschap Innoveren en Ondernemen; Vrije Universiteit Brussel; National Research Foundation of Korea; Institute of Conservation; Fonds Wetenschappelijk Onderzoek","keywords":"Peptide; Polyester; Ninhydrin; Embedding; Covalent bond; Design for manufacturability","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":[0.0007140886,0.0006989531,0.0003859508,0.0003825473,0.0002595111,0.0005519555,0.0006422226,0.0005644632,0.001416704],"category_scores_gemma":[0.001117288,0.0003530153,0.0002444285,0.000349573,0.0003293803,0.0007002775,0.0007567273,0.001058992,0.000868664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000233953,"about_ca_system_score_gemma":0.0003626355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001691678,"about_ca_topic_score_gemma":0.0005605924,"domain_scores_codex":[0.9993292,0.00007485342,0.00004770982,0.0001204831,0.0003072531,0.0001205707],"domain_scores_gemma":[0.9992374,0.0002991986,0.0001835585,0.00008975677,0.0001424013,0.00004773347],"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":[0.00001906008,0.00001449518,0.00005648737,0.00006452789,0.000004371644,0.00006970252,0.00004394696,0.0001992906,0.9953824,0.0002266351,0.00006111063,0.003857917],"study_design_scores_gemma":[0.000001770144,0.00002675297,0.0001007912,0.000002628843,0.00000399004,0.00005433904,0.00001590884,0.001038176,0.9977957,0.00004164031,0.0009140067,0.000004222916],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8372083,0.002810124,0.1533422,0.0001471649,0.0002008366,0.0001585928,0.0002017742,0.0008131267,0.005117766],"genre_scores_gemma":[0.9318413,0.001312059,0.06349222,0.0001145932,0.00004291064,0.0001163533,0.0002061293,0.0001938839,0.002680609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001416704,"threshold_uncertainty_score":0.004739404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01153730496739725,"score_gpt":0.2425066787748699,"score_spread":0.2309693738074726,"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."}}