{"id":"W2790190306","doi":"10.1016/b978-0-12-809597-3.00336-9","title":"3.17 Photonic Energy Production","year":2018,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Exergy; Materials science; Photonics; Production (economics); Energy (signal processing); Photovoltaic system; Engineering physics; Energy transformation; Nanotechnology; Process engineering; Optoelectronics; Engineering; Physics; Electrical engineering; Thermodynamics","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":[0.0002632483,0.000641076,0.0007311723,0.0002421258,0.0001997484,0.00008096199,0.0004340901,0.0006202748,0.007031577],"category_scores_gemma":[0.00001412565,0.0006033101,0.0005329382,0.00002431869,0.0001880362,0.00006413466,0.000158076,0.0004115774,0.002368583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001744178,"about_ca_system_score_gemma":0.0001307625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001653207,"about_ca_topic_score_gemma":0.0009097851,"domain_scores_codex":[0.9974238,0.00004093333,0.0006315471,0.0009774962,0.0004847288,0.0004414898],"domain_scores_gemma":[0.9977382,0.00002316791,0.0004044954,0.00146863,0.0001958787,0.0001696701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003150764,0.0000185925,3.353194e-7,0.00004791276,0.000346207,0.00002546684,0.0002563077,0.00000568735,0.001753485,0.01954626,0.007025544,0.9709427],"study_design_scores_gemma":[0.0001597484,0.00007286726,8.034932e-7,0.0001839574,0.0002287023,0.00002517987,0.000005690982,0.00001107726,0.009337022,0.02032409,0.9690055,0.0006453422],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009935232,0.001152939,0.000003111209,0.00002702718,0.001255299,0.0003166411,0.00001484491,0.0001946159,0.9969361],"genre_scores_gemma":[0.001419204,0.0002513327,0.000120658,0.0003519791,0.002255749,0.00008816614,0.000160398,0.0002232938,0.9951292],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9702973,"threshold_uncertainty_score":0.9996418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01348556444303798,"score_gpt":0.2167250645109459,"score_spread":0.203239500067908,"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."}}