{"id":"W4408740925","doi":"10.1117/12.3042789","title":"Machine learning for nonlinear optical processing in guided optics","year":2025,"lang":"en","type":"article","venue":"","topic":"Optical Network Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Agence Nationale de la Recherche","keywords":"Nonlinear optics; Computer science; Nonlinear system; Nonlinear optical; Adaptive optics; Physical optics; Optics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001030614,0.0003743852,0.0006032909,0.0004649763,0.0003474182,0.001157194,0.0006965366,0.001061237,0.003546856],"category_scores_gemma":[0.003548882,0.0001736872,0.0003892887,0.000577191,0.0007384201,0.001031311,0.0007679518,0.002254259,0.001128248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007783515,"about_ca_system_score_gemma":0.0004860624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001654266,"about_ca_topic_score_gemma":0.001507531,"domain_scores_codex":[0.9996612,0.0001461098,0.0000140807,0.00005542397,0.0000929431,0.00003029829],"domain_scores_gemma":[0.9982692,0.001203389,0.00007741868,0.00008651005,0.0003039554,0.00005943771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001647634,0.000229388,0.001934302,0.0006046513,0.0001442072,0.0001037734,0.0001624067,0.2730791,0.008666387,0.174992,0.02368702,0.5162321],"study_design_scores_gemma":[0.00000559344,0.00003703237,0.0004062866,0.00003696229,0.000006027522,0.00001932032,0.00001846789,0.9105155,0.001543777,0.08044147,0.006958511,0.00001104521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02859993,0.01955281,0.9238108,0.008673637,0.001279602,0.00006611842,0.0001498062,0.0005346109,0.01733278],"genre_scores_gemma":[0.5818597,0.01734966,0.3333852,0.001450391,0.00431934,0.0002037728,0.0005225791,0.0002440524,0.06066532],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003546856,"threshold_uncertainty_score":0.01186544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01393311473796143,"score_gpt":0.2666494660140282,"score_spread":0.2527163512760667,"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."}}