{"id":"W4411534226","doi":"10.1002/smtd.202500631","title":"High‐Resolution Heterogeneous Hydrogel Printing Using a Home Projector","year":2025,"lang":"en","type":"article","venue":"Small Methods","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Calgary","funders":"Canada First Research Excellence Fund; China Scholarship Council","keywords":"Self-healing hydrogels; Nanotechnology; Polyvinyl alcohol; Projector; Materials science; 3D printing; Computer science; Fabrication; Soft materials; Artificial intelligence; Polymer chemistry; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004853639,0.0005718793,0.000372965,0.0004128219,0.0001896653,0.0004517479,0.0005737345,0.0004697953,0.001538894],"category_scores_gemma":[0.0002611801,0.000425542,0.0004521589,0.0002760642,0.0003504434,0.0005592755,0.0007565839,0.0007704889,0.0006365821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002365243,"about_ca_system_score_gemma":0.0002167957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002497542,"about_ca_topic_score_gemma":0.000291956,"domain_scores_codex":[0.9995937,0.00005372142,0.00002932067,0.000131611,0.0001518541,0.00003993124],"domain_scores_gemma":[0.9997327,0.0001072413,0.00006709076,0.00005587193,0.00001932507,0.00001783378],"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":[0.00003248651,0.00002127352,0.00004571033,0.00003936233,0.000005741789,0.00009279203,0.00003064664,0.0004655678,0.9900996,0.0004141571,0.0001463794,0.008606228],"study_design_scores_gemma":[0.00001704138,0.00009240799,0.0001942631,0.000004182519,0.000004242914,0.0002571468,0.000006100888,0.004664912,0.9925379,0.00009277737,0.002113173,0.00001584102],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4909905,0.001391469,0.4936256,0.0002706593,0.0001346527,0.0002884978,0.0005436345,0.003894629,0.008860382],"genre_scores_gemma":[0.6220003,0.001194445,0.369765,0.000137634,0.00005246516,0.0004046109,0.0002953303,0.0003303711,0.005819819],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001538894,"threshold_uncertainty_score":0.005148113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05410868685897149,"score_gpt":0.3740417969263277,"score_spread":0.3199331100673563,"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."}}