{"id":"W4408602782","doi":"10.1117/12.3044201","title":"Optimization of photonic devices for integrated and free-space optical systems","year":2025,"lang":"en","type":"article","venue":"","topic":"Semiconductor Lasers and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Carleton University","funders":"","keywords":"Photonics; Computer science; Free space; Integrated optics; Photonic integrated circuit; Space (punctuation); Electronic engineering; Optoelectronics; Optics; Materials science; Physics; Engineering","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":[0.0006987726,0.0008945078,0.0007498747,0.0003536789,0.000325296,0.001416914,0.0005504143,0.001101771,0.00243483],"category_scores_gemma":[0.0008931477,0.0004511162,0.0005884584,0.0004240919,0.000677313,0.001294772,0.00088485,0.001047034,0.0006591831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009108637,"about_ca_system_score_gemma":0.0004596761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002004258,"about_ca_topic_score_gemma":0.000453689,"domain_scores_codex":[0.9995977,0.00006240051,0.00001443015,0.00005722453,0.0002067932,0.00006154802],"domain_scores_gemma":[0.9997756,0.0001125557,0.00003492413,0.00002352941,0.00003916842,0.00001421837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001061926,0.0001555906,0.0005141711,0.001073275,0.0001401818,0.0001122024,0.0001114231,0.5640346,0.1418972,0.1843987,0.005028025,0.1024283],"study_design_scores_gemma":[0.00003775865,0.0001887265,0.0003721722,0.00008309078,0.00003836907,0.00008953284,0.00005021154,0.8959256,0.03139498,0.0454209,0.02634788,0.00005073119],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07856837,0.02011826,0.8536683,0.001965357,0.0007571189,0.0001516803,0.0002314973,0.0004918047,0.04404757],"genre_scores_gemma":[0.5946944,0.01313141,0.379832,0.0004596412,0.0002925826,0.0004220458,0.0002624505,0.0004790805,0.01042642],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00243483,"threshold_uncertainty_score":0.008145273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007666801416175259,"score_gpt":0.2184073088943061,"score_spread":0.2107405074781308,"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."}}