{"id":"W3116869818","doi":"10.1002/adma.202004356","title":"Failing Forward: Stability of Transparent Electrodes Based on Metal Nanowire Networks","year":2020,"lang":"en","type":"review","venue":"Advanced Materials","topic":"Nanomaterials and Printing Technologies","field":"Engineering","cited_by":145,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Equinor","keywords":"Materials science; Electrode; Nanowire; Nanotechnology; Metal; Optoelectronics; Metallurgy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004025713,0.0005921616,0.002667971,0.0001077736,0.00003951043,0.00004425607,0.0004516669,0.0003681429,0.0001331593],"category_scores_gemma":[0.0001310551,0.0004926379,0.0003343467,0.0002173137,0.00005206841,0.00007708901,0.00005334149,0.0001879902,0.00001068555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001320168,"about_ca_system_score_gemma":0.00005894115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003376629,"about_ca_topic_score_gemma":0.000002178715,"domain_scores_codex":[0.9977373,0.0001251203,0.001069453,0.0004391799,0.0002073305,0.0004215694],"domain_scores_gemma":[0.9989011,0.0001731864,0.0002423553,0.0005894947,0.00004127222,0.00005265066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006243539,0.00004040905,3.636389e-7,0.04247935,0.0002476046,0.00000943464,0.00001488662,0.01235365,0.09394374,0.0002230589,0.00001671598,0.8506083],"study_design_scores_gemma":[0.0002381551,0.0001816829,5.486997e-7,0.006295949,0.0004310514,0.000002487312,0.000005432741,0.0003118847,0.5986552,0.0001394849,0.3930574,0.0006806649],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002458496,0.9875247,0.006018558,0.00000856046,0.001269048,0.001030591,0.0004078376,0.001205906,0.00007626611],"genre_scores_gemma":[0.05244202,0.9429759,0.003986899,0.000004993041,0.0001039668,0.0002208458,0.0001345233,0.000129582,0.000001204741],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8499277,"threshold_uncertainty_score":0.9997525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03113232440469124,"score_gpt":0.2740700433302109,"score_spread":0.2429377189255197,"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."}}