{"id":"W4233235665","doi":"10.1017/cbo9780511794247","title":"Computational Photonics","year":2013,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Semiconductor Lasers and Optical Devices","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Computer science; Photonics; Numerical analysis; MATLAB; Optical fiber; Beam propagation method; Optics; Physics; Electronic engineering; Engineering; Mathematics; Refractive index","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"],"consensus_categories":[],"category_scores_codex":[0.0000235569,0.0002667929,0.0002760929,0.00009141707,0.00006120361,0.00005015679,0.000321232,0.0003031361,0.00001836679],"category_scores_gemma":[0.000002529633,0.0003184481,0.000126783,0.000008967489,0.0000989968,0.00008325214,0.00009647824,0.0003836034,0.00009524685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002608993,"about_ca_system_score_gemma":0.0000836811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002464772,"about_ca_topic_score_gemma":3.953176e-7,"domain_scores_codex":[0.9992215,0.00001146413,0.0001259393,0.0002341665,0.0001772543,0.0002296475],"domain_scores_gemma":[0.9994091,0.00007174523,0.00004119389,0.0002376989,0.00008748336,0.0001527784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005119701,0.000004651815,5.057841e-7,0.0002118517,0.0001686323,0.00007797487,0.000018641,0.003099752,0.00004036996,0.2538948,0.7421962,0.0002814849],"study_design_scores_gemma":[0.000235985,0.00001100413,0.000006647645,0.00007534169,0.00008235248,0.000005349978,0.00001054722,0.03305644,0.0001334534,0.00001346044,0.9660098,0.000359631],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009432856,0.0002731899,0.0003134455,0.000002037504,0.0003846549,0.0002250763,0.0002072932,0.0003593253,0.9972917],"genre_scores_gemma":[0.0004068903,0.00006037673,0.0005115846,0.00004679901,0.00008349004,8.249e-7,0.0001758193,0.00005319952,0.998661],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2538813,"threshold_uncertainty_score":0.9999267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01196699593244596,"score_gpt":0.1725753107380592,"score_spread":0.1606083148056132,"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."}}