{"id":"W4403707004","doi":"10.1021/acsapm.4c02989","title":"Laponite-Enabled Freeform Manufacturing of Tough Hydrogels with Colorimetric pH Sensitivity","year":2024,"lang":"en","type":"article","venue":"ACS Applied Polymer Materials","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Institute for Nanotechnology; University of Alberta","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada; Government of Alberta","keywords":"Self-healing hydrogels; Sensitivity (control systems); Materials science; Chemistry; Polymer chemistry; Engineering","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":[0.0001357391,0.0005426128,0.0001502404,0.0001866314,0.00009291643,0.0002751068,0.0002997429,0.0003143927,0.0009545029],"category_scores_gemma":[0.0001993393,0.0001955113,0.0002762227,0.0001128175,0.0001629098,0.0003771441,0.0002844642,0.0004448697,0.0005807243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002393833,"about_ca_system_score_gemma":0.0001210202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001773485,"about_ca_topic_score_gemma":0.0006724505,"domain_scores_codex":[0.9998897,0.0000102753,0.000009842558,0.00002717462,0.00004649067,0.00001647306],"domain_scores_gemma":[0.999863,0.00002501381,0.00005649597,0.00002218685,0.00001438202,0.00001886043],"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":[0.00000605534,0.000006597295,0.00002940211,0.00002882853,0.000002208146,0.00002342451,0.000006954363,0.00009993099,0.9980872,0.00008534746,0.00002351556,0.001600436],"study_design_scores_gemma":[0.000001305914,0.00002408294,0.0001627037,0.000001881804,0.000001925776,0.00004417499,0.000001572575,0.0004180837,0.9985493,0.00001668062,0.00077583,0.000002427515],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8577647,0.002409082,0.1324937,0.0001956762,0.0001462431,0.0001765502,0.0008439279,0.001002643,0.004967408],"genre_scores_gemma":[0.9006549,0.001264838,0.08969293,0.0001326765,0.00002658157,0.0001244086,0.0005785785,0.0001339491,0.007391026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009545029,"threshold_uncertainty_score":0.00319314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01002716963689496,"score_gpt":0.2204083794026384,"score_spread":0.2103812097657434,"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."}}