{"id":"W4317512771","doi":"10.1002/advs.202205040","title":"Desirable Uniformity and Reproducibility of Electron Transport in Single‐Component Organic Solar Cells","year":2023,"lang":"en","type":"article","venue":"Advanced Science","topic":"Organic Electronics and Photovoltaics","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"Natural Science Foundation of Shandong Province; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China; Government of Jiangsu Province; Shandong University","keywords":"Materials science; Photovoltaic system; Polymer solar cell; Fabrication; Organic solar cell; Reproducibility; Electron transport chain; Copolymer; Nanotechnology; Acceptor; Polymer; Component (thermodynamics); Heterojunction; Optoelectronics; Solar cell; Chemistry; Composite material; Electrical engineering; Physics","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":[0.001285239,0.00009485013,0.0001505409,0.0001261895,0.00005922463,0.000007876628,0.0001961811,0.00003037109,0.000005484659],"category_scores_gemma":[0.00006452553,0.00009812779,0.00001612124,0.001686098,0.0001233236,0.0002393488,0.00002705421,0.0001515944,0.000003561052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001331282,"about_ca_system_score_gemma":0.00008401913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002328469,"about_ca_topic_score_gemma":0.0001628643,"domain_scores_codex":[0.9986932,0.000008439898,0.000216302,0.0004834855,0.0001872394,0.0004113163],"domain_scores_gemma":[0.9992893,0.0000314131,0.00002716246,0.0005578459,0.00003506489,0.00005918348],"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":[0.00000420693,0.00001852191,0.001519933,0.00003671005,0.000001337558,0.000001650481,0.0001619674,0.006872796,0.9908582,0.00005201726,0.000002017817,0.0004706234],"study_design_scores_gemma":[0.0001316454,0.00006756074,0.01311593,0.00001293881,0.000002479563,0.000001811428,0.00002147734,0.003583851,0.9816628,0.001141806,0.0001533578,0.0001044103],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989828,0.0001624311,0.0002356415,0.00001636936,0.0001226781,0.0001493822,0.000003050096,0.000109132,0.0002184624],"genre_scores_gemma":[0.9993041,0.0003384265,0.0002972022,0.000006120397,0.000005269356,0.000002732969,0.000001615009,0.00001283652,0.00003170058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.011596,"threshold_uncertainty_score":0.4001535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01022032303306228,"score_gpt":0.2162474413748852,"score_spread":0.2060271183418229,"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."}}