{"id":"W2329778079","doi":"10.1364/ose.2013.rm2d.2","title":"Enhancing Solar Energy Light Capture with Multi-Directional Waveguide Lattices","year":2013,"lang":"en","type":"article","venue":"","topic":"Photonic Crystals and Applications","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Waveguide; Solar energy; Energy (signal processing); Optoelectronics; Computer science; Optics; Physics; Electrical engineering; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002695972,0.0001070955,0.00009586944,0.00002014021,0.0001406884,0.00006490304,0.0000811758,0.00002271616,0.003577464],"category_scores_gemma":[5.998653e-7,0.00007521024,0.00004186616,0.00008169172,0.00001814409,0.0001427123,0.00002386205,0.00006794099,0.00008746394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001060207,"about_ca_system_score_gemma":0.00003909962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004491021,"about_ca_topic_score_gemma":0.0004011158,"domain_scores_codex":[0.9994287,0.000007925525,0.0001209396,0.000183654,0.0000853396,0.0001734529],"domain_scores_gemma":[0.9996295,0.0000228728,0.00004955243,0.0001546751,0.00006812091,0.00007526247],"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":[0.00001001237,0.0008466446,0.007876012,0.00001989273,0.0004064193,0.00000156725,0.0008085888,0.0002806915,0.7571873,0.2004441,0.01912654,0.01299221],"study_design_scores_gemma":[0.00087546,0.0000363796,0.002839438,0.00003860461,0.00004976285,0.000005275288,0.001828132,0.009877726,0.6264374,0.004076533,0.3533311,0.0006042143],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1878673,0.0001154234,0.4583105,0.001769955,0.0001096214,0.0003913661,0.00003173236,0.0001958918,0.3512082],"genre_scores_gemma":[0.9756266,0.000001058447,0.008194971,0.0001266688,0.000135969,0.0001599897,0.00002454965,0.00001295104,0.01571723],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7877593,"threshold_uncertainty_score":0.9973334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006183697370323687,"score_gpt":0.2145710604153468,"score_spread":0.2083873630450231,"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."}}