{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001464488,0.0001840534,0.0003727184,0.0001174056,0.00006598834,0.00002251193,0.0000849951,0.00007623916,0.0002721752],"category_scores_gemma":[0.0001343575,0.0001880038,0.00004456372,0.0001891811,0.00006340441,0.0002555231,0.0000334994,0.00004890583,0.00002087349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005158831,"about_ca_system_score_gemma":0.00001714327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007525696,"about_ca_topic_score_gemma":0.00000111639,"domain_scores_codex":[0.9989619,0.00003793373,0.0004589153,0.0002018636,0.0001140557,0.000225373],"domain_scores_gemma":[0.9994454,0.0001667039,0.00007472913,0.000185336,0.00009311917,0.00003464492],"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":[0.00005102467,0.00001060919,0.00002326706,0.000116474,0.00005437899,0.000001517072,0.0000143524,0.1030658,0.8887795,0.00692591,0.0001107989,0.000846429],"study_design_scores_gemma":[0.0003660828,0.00001833719,0.000828372,0.0001309767,0.00001865534,0.000003569869,0.00004362323,0.0000444438,0.9921173,0.004316032,0.001948964,0.0001636806],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9687927,0.0002063288,0.006077616,0.00001641897,0.002721841,0.0001321428,0.0001027672,0.0003942137,0.02155592],"genre_scores_gemma":[0.9950373,0.00005015271,0.004114649,0.00004978557,0.0001078878,0.00005002598,0.00005445724,0.00003005663,0.0005057179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1033378,"threshold_uncertainty_score":0.7666571,"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."}}