{"id":"W3171008847","doi":"10.1364/oe.427218","title":"Photonic crystal light trapping for photocatalysis","year":2021,"lang":"en","type":"article","venue":"Optics Express","topic":"Photonic Crystals and Applications","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Research Foundation","keywords":"Photocatalysis; Materials science; Photonic crystal; Visible spectrum; Optoelectronics; Optics; Nanorod; Nanotechnology; Physics; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00006425818,0.0001357147,0.000188789,0.00002486786,0.000185934,0.00009891192,0.0001645752,0.0000350227,0.0006065263],"category_scores_gemma":[0.000004982088,0.0001431548,0.0002012117,0.0001565709,0.00002336032,0.00007382318,0.00006316823,0.00008553771,0.00001899667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001514044,"about_ca_system_score_gemma":0.00008734294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001530132,"about_ca_topic_score_gemma":0.000004682528,"domain_scores_codex":[0.999101,0.00001016788,0.0002093565,0.0003061958,0.0001030749,0.0002701686],"domain_scores_gemma":[0.9992183,0.00006512318,0.00007333944,0.0004407581,0.0001135832,0.0000888843],"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":[0.000007025527,0.0002336438,0.00005111774,0.00002490076,0.000124476,9.401231e-7,0.0003159237,0.0001990451,0.9664174,0.02941333,0.002204387,0.001007864],"study_design_scores_gemma":[0.0005332268,0.000009118292,0.000009189619,0.00002347565,0.00007982754,0.000001715076,0.0005132198,0.002830554,0.616318,0.005617246,0.3738128,0.0002516011],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4668566,0.0003494271,0.3887738,0.0008574186,0.0002768009,0.001289844,0.0008956777,0.0001234432,0.140577],"genre_scores_gemma":[0.9857076,0.000007542796,0.009443963,0.00004414847,0.0001989894,0.0005798687,0.0003366114,0.00002806028,0.003653149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.518851,"threshold_uncertainty_score":0.6641038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01362230064860514,"score_gpt":0.2576928703596469,"score_spread":0.2440705697110417,"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."}}