{"id":"W4254187603","doi":"10.1002/1616-3028(200104)11:2<95::aid-adfm95>3.3.co;2-f","title":"The Race for the Photonic Chip: Colloidal Crystal Assembly in Silicon Wafers","year":2001,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Photonic Crystals and Applications","field":"Physics and Astronomy","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Materials science; Wafer; Colloidal crystal; Nanotechnology; Micrometer; Silicon; Photonic crystal; Microfluidics; Lithography; Colloid; Colloidal silica; Nanometre; Spin coating; Optoelectronics; Coating; Optics; Chemical engineering; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.0002688166,0.0001347396,0.0001469456,0.00001770171,0.0004975318,0.00009954317,0.00016985,0.00002704419,0.0004264844],"category_scores_gemma":[0.00001636476,0.00008481248,0.00007549558,0.0001285764,0.00006117287,0.0001146259,0.00003778937,0.00007047715,0.00002040076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004394944,"about_ca_system_score_gemma":0.00007148536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008307584,"about_ca_topic_score_gemma":0.00004125131,"domain_scores_codex":[0.9990828,0.00002674815,0.0002679616,0.0002174576,0.0001195698,0.0002854296],"domain_scores_gemma":[0.999033,0.0005199265,0.0001140221,0.0002452585,0.00005268281,0.00003513518],"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":[0.0003180836,0.00007734649,0.0002884864,0.000003859943,0.00004438305,2.013201e-7,0.00003322315,0.001992684,0.9515317,0.0419385,0.0006888123,0.003082728],"study_design_scores_gemma":[0.003027693,0.000105315,0.01705708,0.00002856438,0.0000512776,0.000007078808,0.001438753,0.0007034873,0.3997693,0.03556966,0.5418061,0.000435689],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919016,0.0001106946,0.003618643,0.001163518,0.0006363551,0.0009434196,0.0001952874,0.00002420259,0.001406267],"genre_scores_gemma":[0.9960288,0.00003850064,0.00007734486,0.00009008891,0.0003284552,0.00153904,0.00008212336,0.00001796109,0.001797717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5517624,"threshold_uncertainty_score":0.4669705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01142553237874276,"score_gpt":0.2556021280156443,"score_spread":0.2441765956369016,"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."}}