{"id":"W4407770145","doi":"10.1364/ome.560262","title":"Nonlinear Nanophotonics: feature issue introduction","year":2025,"lang":"en","type":"article","venue":"Optical Materials Express","topic":"Nonlinear Optical Materials Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Waterloo","funders":"","keywords":"Nanophotonics; Nonlinear optics; Nonlinear system; Materials science; Nonlinear optical; Feature (linguistics); Optics; Optical materials; Computer science; Optoelectronics; Physics; Quantum mechanics","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":[0.0001747462,0.0002917159,0.0004717949,0.00008717734,0.00009163727,0.0001899346,0.0002384789,0.0002211251,0.0008087257],"category_scores_gemma":[0.0001680747,0.0002647838,0.00005159286,0.00017072,0.0001158085,0.0001363801,0.0001645284,0.000147611,0.0004571264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006749477,"about_ca_system_score_gemma":0.00001464756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004856357,"about_ca_topic_score_gemma":0.000001209573,"domain_scores_codex":[0.998656,0.00003887118,0.0003606031,0.0003432483,0.0001618648,0.0004394553],"domain_scores_gemma":[0.9993079,0.00007048782,0.00002387737,0.0004341956,0.00008255886,0.00008094739],"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":[0.00005531897,0.00004597622,0.000002798861,0.0003022123,0.00006462124,0.000006874889,0.00002683297,0.0002162361,0.9762661,0.003436105,0.01927894,0.0002979521],"study_design_scores_gemma":[0.0002577878,0.00002628668,0.00005156313,0.00005800181,0.00003590517,0.000004023196,0.00002541666,0.0003173871,0.8202026,0.0003848924,0.1784155,0.0002207085],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660404,0.0005913727,0.001241157,0.003712735,0.01187686,0.0006043047,0.0001777058,0.00120742,0.01454809],"genre_scores_gemma":[0.6757264,0.001089512,0.3013115,0.0008510317,0.009945639,0.0005546362,0.0002872572,0.0003311688,0.0099028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3000704,"threshold_uncertainty_score":0.9999804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004163168066278267,"score_gpt":0.2223355131835434,"score_spread":0.2181723451172652,"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."}}