{"id":"W4391743724","doi":"10.1002/wene.508","title":"Bio‐based materials for solar cells","year":2024,"lang":"en","type":"article","venue":"Wiley Interdisciplinary Reviews Energy and Environment","topic":"solar cell performance optimization","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"H2020 European Research Council; Horizon 2020 Framework Programme; NordForsk; Suomen Kulttuurirahasto; Luonnontieteiden ja Tekniikan Tutkimuksen Toimikunta; Aalto-Yliopisto","keywords":"Photovoltaic system; Sustainability; Photovoltaics; Solar energy; Renewable energy; Energy harvesting; Process engineering; Biochemical engineering; Systems engineering; Computer science; Nanotechnology; Environmental science; Engineering; Energy (signal processing); Materials science; Electrical engineering; Physics; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002362295,0.0005037937,0.0003382192,0.0006767349,0.0003509981,0.001085754,0.0004873649,0.001305386,0.01633045],"category_scores_gemma":[0.0002849515,0.0002019936,0.0003177625,0.0006499317,0.0003469611,0.001217823,0.0005477899,0.001285413,0.006614287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005984298,"about_ca_system_score_gemma":0.0002929081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002650041,"about_ca_topic_score_gemma":0.0005462728,"domain_scores_codex":[0.9998457,0.00002492309,0.00001072594,0.0000337411,0.00006840818,0.00001643866],"domain_scores_gemma":[0.9999208,0.00002288914,0.00001156285,0.00001059366,0.00002642569,0.000007595885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009491286,0.0001879264,0.0003630614,0.006698792,0.00005268086,0.0006107163,0.000144212,0.003662488,0.3694158,0.2824483,0.04357981,0.2927414],"study_design_scores_gemma":[0.00001677097,0.0001288694,0.0002981269,0.0005518763,0.00002280572,0.0004947638,0.00008373874,0.002510999,0.1182798,0.04197238,0.8356111,0.00002868985],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03229558,0.641524,0.06762209,0.009557147,0.00840959,0.0002261654,0.001374215,0.0007266742,0.2382647],"genre_scores_gemma":[0.4359021,0.380147,0.06621009,0.003876496,0.002034381,0.0003765077,0.001535987,0.0002822576,0.1096352],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01633045,"threshold_uncertainty_score":0.05463082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01166613367453534,"score_gpt":0.2252983297216086,"score_spread":0.2136321960470733,"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."}}