{"id":"W1924411544","doi":"10.3968/j.est.1923847920110202.125","title":"Dye-Sensitized Solar Cells Using Surface-Stabilized Nanocrystalline-TiO 2 Electrodes Coated by Epoxy Polymer","year":2011,"lang":"en","type":"article","venue":"Energy science and technology","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Epoxy; Materials science; Dye-sensitized solar cell; Durability; Electrolyte; Polymer; Composite material; Chemical engineering; Nanocrystalline material; Electrode; Chemistry; Nanotechnology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0005191591,0.0002972513,0.0004385502,0.0004966153,0.0005133536,0.00007091837,0.0005342437,0.0003224272,0.0002107366],"category_scores_gemma":[0.00005918282,0.0002650446,0.00006667009,0.002330821,0.001288389,0.0003153582,0.0002106175,0.0002100777,0.00001892083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008602805,"about_ca_system_score_gemma":0.0002170307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004834812,"about_ca_topic_score_gemma":0.0004923664,"domain_scores_codex":[0.9975329,0.00006665062,0.0003983475,0.0007964034,0.0003774802,0.0008281844],"domain_scores_gemma":[0.9987363,0.00003516002,0.0001730101,0.0006232433,0.0002708331,0.0001614716],"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":[0.00002376113,0.00008188786,0.000165927,0.000002499761,0.00002679298,0.000016263,0.00009699359,0.00002483086,0.981179,0.01726666,0.00008514228,0.001030252],"study_design_scores_gemma":[0.000503911,0.0001114248,0.0000085294,0.000007608219,0.0000337469,0.00003384821,0.0002202375,0.003134353,0.9814889,0.001172671,0.01295245,0.0003323025],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932863,0.001064421,0.0009579168,0.0001231468,0.0001600564,0.00009922594,0.000007674132,0.0003148375,0.003986409],"genre_scores_gemma":[0.9971711,0.000224606,0.001448007,0.0001541777,0.00001855839,0.000008427422,0.00001087906,0.00003298297,0.0009312567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01609399,"threshold_uncertainty_score":0.9999802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01264505613023957,"score_gpt":0.2080437495758449,"score_spread":0.1953986934456053,"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."}}