{"id":"W4414121714","doi":"10.1016/j.sna.2025.117053","title":"Towards robust flexible electronics: Fabrication approaches and ongoing research challenges","year":2025,"lang":"en","type":"article","venue":"Sensors and Actuators A Physical","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Engineering research; Fabrication; Research council; Work (physics)","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":[0.004843348,0.001012834,0.001059143,0.001529957,0.0006926615,0.003430502,0.002028151,0.002485309,0.003264705],"category_scores_gemma":[0.004154637,0.001148666,0.0008705283,0.001323951,0.00196805,0.006996016,0.002104531,0.004478042,0.002341072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001225288,"about_ca_system_score_gemma":0.001350329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004389763,"about_ca_topic_score_gemma":0.0005572158,"domain_scores_codex":[0.9983655,0.0002445912,0.0001256681,0.0002767427,0.0008233047,0.0001641718],"domain_scores_gemma":[0.9976794,0.001238015,0.0001972158,0.0002428721,0.0005173767,0.0001252108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001097595,0.000296159,0.0005722358,0.009370541,0.0001022448,0.0005801356,0.0008982531,0.01307206,0.08255881,0.1893233,0.01468137,0.6884352],"study_design_scores_gemma":[0.00004333354,0.0006887363,0.0007454469,0.003190205,0.00008066877,0.001648631,0.0007764691,0.02365426,0.08168243,0.1159467,0.7713453,0.0001978861],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008216719,0.832489,0.131148,0.009799831,0.001041382,0.00009950083,0.00009916558,0.0003691866,0.01673724],"genre_scores_gemma":[0.05764695,0.8091061,0.1225966,0.002541518,0.001366857,0.0002698023,0.0002344765,0.0002112535,0.006026589],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004843348,"threshold_uncertainty_score":0.02561444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06757240325017559,"score_gpt":0.2903768085847107,"score_spread":0.222804405334535,"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."}}