{"id":"W4321098550","doi":"10.1002/admt.202201897","title":"Emerging Trends in 2D Flexible Electronics","year":2023,"lang":"en","type":"article","venue":"Advanced Materials Technologies","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Ministry of Science and ICT, South Korea; National Research Foundation of Korea; King Khalid University; National Research Foundation","keywords":"Electronics; Flexible electronics; Wearable technology; Exfoliation joint; Nanotechnology; Wearable computer; Materials science; Computer science; Electrical engineering; Graphene; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001574171,0.0002526007,0.0003669389,0.000666371,0.00005899369,0.00004484754,0.0002760435,0.0001702429,0.00006136648],"category_scores_gemma":[0.0001012866,0.0002562889,0.00003100916,0.001168329,0.00005695161,0.0002869337,0.0001032278,0.0001222446,0.00009829432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008820184,"about_ca_system_score_gemma":0.000005323411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005741271,"about_ca_topic_score_gemma":0.00001527007,"domain_scores_codex":[0.9985191,0.00001421292,0.0003784599,0.0002839119,0.0001074919,0.0006968521],"domain_scores_gemma":[0.9994991,0.00003707525,0.00004775999,0.0003797674,0.00001547471,0.00002078952],"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":[0.00001058012,0.000004556317,0.00001780974,0.0000389296,0.000007609709,0.00002256795,0.00002955774,0.08690871,0.8518407,0.001896472,0.0002228018,0.05899975],"study_design_scores_gemma":[0.0002639907,0.00002871553,0.0003734575,0.00004602695,0.000003725728,0.000005676382,0.000235796,0.0002295143,0.9731323,0.01183649,0.01353517,0.000309193],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805607,0.0004272317,0.0002967751,0.0001237677,0.0008025975,0.0000819325,0.00002354751,0.01640529,0.001278155],"genre_scores_gemma":[0.9942707,0.002057776,0.002912188,0.000008230054,0.00002904616,0.0001164442,0.0000725936,0.00007727755,0.0004557882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1212916,"threshold_uncertainty_score":0.9999889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01261114447441557,"score_gpt":0.2580329476773675,"score_spread":0.245421803202952,"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."}}