{"id":"W4396733412","doi":"10.1038/s41578-024-00689-8","title":"High-throughput characterization is key to report reliable organic thin-film transistor performance","year":2024,"lang":"en","type":"review","venue":"Nature Reviews Materials","topic":"Organic Electronics and Photovoltaics","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Throughput; Characterization (materials science); Thin-film transistor; Key (lock); Materials science; Transistor; Optoelectronics; Nanotechnology; Computer science; Electrical engineering; Engineering; Telecommunications; Wireless","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00111136,0.001017561,0.003574309,0.0002216871,0.00008772856,0.0002602095,0.0005682647,0.00118719,0.001501728],"category_scores_gemma":[0.00007141458,0.0007768924,0.0004271482,0.0009853393,0.00001301385,0.0001915121,0.00008668994,0.001287135,0.002673941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005528574,"about_ca_system_score_gemma":0.0002545399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000063397,"about_ca_topic_score_gemma":0.000003896804,"domain_scores_codex":[0.9960828,0.0001021908,0.002024052,0.0008287221,0.0003503324,0.0006119356],"domain_scores_gemma":[0.9981572,0.00002114814,0.0004150066,0.001161812,0.00008689537,0.0001579475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001136186,0.00005992672,2.194527e-7,0.5111205,0.0008678708,0.0001898363,0.0004420756,0.000006228775,0.07656955,0.000440149,0.2341056,0.1761867],"study_design_scores_gemma":[0.00004369805,0.0000356307,3.551966e-7,0.02130506,0.001224072,0.0002088396,2.697132e-7,0.00000409657,0.01634041,0.00001598071,0.9600678,0.0007538034],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000213065,0.9885472,0.0000444168,0.00006402854,0.007564421,0.00241217,0.000499398,0.0004481648,0.0002071514],"genre_scores_gemma":[0.00005209499,0.9916371,0.0003079585,0.0002773692,0.001418924,0.0003222228,0.001862773,0.0004181779,0.003703379],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7259622,"threshold_uncertainty_score":0.9994682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01298357296161099,"score_gpt":0.2629367135580971,"score_spread":0.2499531405964861,"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."}}