{"id":"W4410617896","doi":"10.1016/j.optmat.2025.117200","title":"Fabrication and performance of randomly patterned tri-layer flexible and transparent electrodes","year":2025,"lang":"en","type":"article","venue":"Optical Materials","topic":"Nanomaterials and Printing Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fabrication; Electrode; Layer (electronics); Materials science; Optoelectronics; Nanotechnology; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001503939,0.00008542274,0.0002284062,0.0000525355,0.00002123207,0.00004087775,0.00005818709,0.00006630613,0.0000272719],"category_scores_gemma":[0.00002727465,0.00007200735,0.000009997153,0.00005210455,0.00004566698,0.0000508525,0.00002518297,0.00002423518,0.00000144521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006862108,"about_ca_system_score_gemma":0.000003789866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000561956,"about_ca_topic_score_gemma":3.588328e-7,"domain_scores_codex":[0.9995122,0.00001224983,0.000217617,0.0000998472,0.00003816338,0.000119911],"domain_scores_gemma":[0.9998162,0.00003658014,0.00001640044,0.0001000814,0.00001648282,0.00001420562],"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":[0.00009822691,0.000006478511,0.0007321072,0.0003734604,0.00001638987,1.480113e-7,0.00001410098,0.00001769191,0.9913999,0.001635793,0.0000205844,0.005685159],"study_design_scores_gemma":[0.0004736494,0.00005028009,0.02173048,0.00006722054,0.00001911362,0.000001072204,0.000003648507,0.0001483119,0.976813,0.0005385816,0.00008526981,0.00006937081],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973766,0.0002592619,0.001552109,0.000103121,0.000145464,0.0001305502,0.000007200897,0.0001721169,0.0002535447],"genre_scores_gemma":[0.9979867,0.0007517714,0.001179575,0.000008071464,0.00001420146,0.00002417381,0.000002813817,0.000007239158,0.00002541867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02099838,"threshold_uncertainty_score":0.2936375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01403329410685871,"score_gpt":0.2344196440939766,"score_spread":0.2203863499871179,"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."}}