{"id":"W4407001563","doi":"10.1002/adfm.202415507","title":"Direct Ink Writing of Conductive Hydrogels","year":2025,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Materials science; Self-healing hydrogels; Inkwell; Electrical conductor; Nanotechnology; Composite material; Polymer chemistry","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":[0.0001108516,0.0003273835,0.0001512593,0.0002402117,0.00009005365,0.0003392521,0.0002647086,0.0002407232,0.002700266],"category_scores_gemma":[0.0002955615,0.0001559775,0.0001647239,0.0002083232,0.0001463,0.0004132477,0.0003154405,0.0004411015,0.0009409219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000165379,"about_ca_system_score_gemma":0.0001079293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008741809,"about_ca_topic_score_gemma":0.0001951556,"domain_scores_codex":[0.9998764,0.000008820692,0.00001101045,0.00003689152,0.00004540085,0.00002154525],"domain_scores_gemma":[0.9998659,0.0000561763,0.00002811032,0.00001795045,0.00002134604,0.00001044314],"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":[0.00001705782,0.00001392822,0.0000396418,0.0002813872,0.000003419366,0.0001553185,0.00003269218,0.0002951281,0.9757814,0.001100048,0.0004745545,0.02180556],"study_design_scores_gemma":[0.000002930105,0.00002180903,0.00006740598,0.00001000885,0.000001687019,0.00006458865,0.000005514051,0.000896157,0.9930554,0.0001055823,0.005765374,0.000003563491],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6663548,0.01881359,0.198657,0.000663318,0.001259102,0.000375516,0.001459087,0.00243256,0.1099849],"genre_scores_gemma":[0.8802738,0.007198211,0.07659866,0.0002893154,0.0001163144,0.0001646043,0.000380699,0.0002037169,0.03477469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002700266,"threshold_uncertainty_score":0.009033322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0116635871517645,"score_gpt":0.226696773767942,"score_spread":0.2150331866161775,"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."}}