{"id":"W4401606944","doi":"10.1126/science.adp3299","title":"Ambient printing of native oxides for ultrathin transparent flexible circuit boards","year":2024,"lang":"en","type":"article","venue":"Science","topic":"ZnO doping and properties","field":"Materials Science","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Oxide; Materials science; Wetting; Metal; Nanometre; Electrical conductor; Substrate (aquarium); Flexible electronics; Nanotechnology; Transparent conducting film; Thin film; Printed electronics; Optoelectronics; Composite material; Inkwell; Metallurgy","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":[0.001609484,0.00008457198,0.000125479,0.0001082982,0.0002065167,0.0001985122,0.0003948405,0.00002162049,0.00005232157],"category_scores_gemma":[0.0002024273,0.00006238565,0.00005162524,0.0004186518,0.0005773506,0.00035258,0.00003542019,0.00005363428,0.00002517964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005434198,"about_ca_system_score_gemma":0.0003081892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000461103,"about_ca_topic_score_gemma":0.000005195518,"domain_scores_codex":[0.9987004,0.00002138375,0.0002143609,0.0003660501,0.0004036779,0.0002940994],"domain_scores_gemma":[0.9995126,0.00009304922,0.0000427612,0.0001618988,0.0001354746,0.00005425842],"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":[0.000006459416,0.00001386317,0.00004380098,0.0001742885,0.00000178769,7.687613e-7,0.003471488,0.000732825,0.9855818,0.008408779,0.00002963916,0.001534559],"study_design_scores_gemma":[0.00005479273,0.00009499276,0.000424146,0.0002495942,0.000006059502,0.000003449788,0.0003597089,0.006946367,0.9866364,0.003413011,0.001716565,0.00009493491],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822702,0.000800042,0.01336897,0.0002252711,0.001118726,0.0002229867,0.00002602572,0.0001441393,0.001823597],"genre_scores_gemma":[0.9969166,0.00001137641,0.002427264,0.00003628056,0.00004661852,0.0000310577,4.890813e-7,0.00000680194,0.0005235426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01464633,"threshold_uncertainty_score":0.2544013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08274049340916542,"score_gpt":0.3258832383218986,"score_spread":0.2431427449127332,"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."}}