{"id":"W4403029008","doi":"10.1364/noma.2024.now2d.4","title":"Inverse Design of Photonic Systems","year":2024,"lang":"en","type":"article","venue":"","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique; Photon Etc (Canada)","funders":"","keywords":"Photonics; Inverse; Computer science; Photonic crystal; Mathematics; Optics; Physics; Geometry","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":[0.0006716682,0.0005534405,0.0005492637,0.0006280661,0.0004735938,0.00154585,0.000751408,0.00100796,0.003519391],"category_scores_gemma":[0.001393719,0.0004404259,0.0005331562,0.0002840447,0.00154861,0.001388786,0.00132403,0.001205289,0.000806877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006590642,"about_ca_system_score_gemma":0.0006937383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003474584,"about_ca_topic_score_gemma":0.0003633865,"domain_scores_codex":[0.9995514,0.000129945,0.00001726347,0.00006954248,0.0001976721,0.00003413715],"domain_scores_gemma":[0.9997584,0.00008631072,0.00002664005,0.00006177544,0.00005045688,0.00001632721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002649145,0.00002734625,0.0001072065,0.0001168998,0.00001765715,0.00004535451,0.00008128812,0.1081525,0.01129964,0.8508661,0.001117954,0.02814162],"study_design_scores_gemma":[0.00001980818,0.00005176409,0.00007027292,0.00003814043,0.000008907324,0.00009476107,0.00003825478,0.4577695,0.004125063,0.5220006,0.01576031,0.00002262696],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008083735,0.0007847594,0.9573376,0.0005085789,0.0001407846,0.00004471729,0.00005477649,0.0001493875,0.03289564],"genre_scores_gemma":[0.4572485,0.002066658,0.5223655,0.0004293917,0.0001648467,0.0004031035,0.000184481,0.0001742891,0.01696324],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003519391,"threshold_uncertainty_score":0.01177353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01851513864989626,"score_gpt":0.2158440784685945,"score_spread":0.1973289398186982,"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."}}