{"id":"W2794201513","doi":"10.1364/ao.57.001950","title":"Multi-objective optimization framework for designing photonic crystal sensors","year":2018,"lang":"en","type":"article","venue":"Applied Optics","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Optics; Photonic crystal; Computer science; Materials science; Physics","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":[0.0001091939,0.0001853423,0.0001877741,0.00005252531,0.0001279154,0.00005129832,0.0001307028,0.0001935105,0.00004510656],"category_scores_gemma":[0.00006077538,0.0001910512,0.00005226469,0.0001769339,0.00009084697,0.00006818243,0.00002714563,0.0001728723,0.00005259701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007097582,"about_ca_system_score_gemma":0.00002029472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001260325,"about_ca_topic_score_gemma":0.000002339722,"domain_scores_codex":[0.9991016,0.00000596195,0.000198885,0.0002185898,0.0001102308,0.0003646839],"domain_scores_gemma":[0.9993716,0.0002259956,0.00003465956,0.0001977989,0.00007749457,0.00009244268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007248503,0.0000636052,0.00001179587,0.0001206022,0.0001631849,0.000002225079,0.00149015,0.9177987,0.02801461,0.05137662,0.0000955779,0.0007904554],"study_design_scores_gemma":[0.0004027422,0.00005398261,0.00002557586,0.00002507622,0.0000411424,0.000001731298,0.0003182925,0.9396527,0.05721631,0.001676596,0.0003280905,0.0002577039],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02092662,0.00004896,0.9659805,0.00000795937,0.0002819634,0.0004916719,0.0000130901,0.0003546753,0.01189456],"genre_scores_gemma":[0.4924476,0.00002216739,0.5072285,0.00004969054,0.0001246106,0.00005999144,0.000008425278,0.00003986384,0.00001917781],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.471521,"threshold_uncertainty_score":0.7790844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0151375808915397,"score_gpt":0.2442261259305163,"score_spread":0.2290885450389766,"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."}}