{"id":"W3019239711","doi":"10.1364/oe.390331","title":"Minimalist Mie coefficient model","year":2020,"lang":"en","type":"article","venue":"Optics Express","topic":"Metamaterials and Metasurfaces Applications","field":"Materials Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canada First Research Excellence Fund; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Deutsche Forschungsgemeinschaft; Alexander von Humboldt-Stiftung","keywords":"Mie scattering; SPHERES; Physics; Optics; Dipole; Absorption (acoustics); Scattering; Light scattering; Electric field; Absorption cross section; Degrees of freedom (physics and chemistry); Codes for electromagnetic scattering by spheres; Cross section (physics); Quantum mechanics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001769392,0.0001195425,0.0001922369,0.00001180784,0.0001179753,0.000132188,0.0003478297,0.00004485293,0.0004553156],"category_scores_gemma":[0.00005465178,0.00010572,0.00004311636,0.00007911644,0.00006384661,0.00007424828,0.0001289361,0.0000429465,0.0004671325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009264277,"about_ca_system_score_gemma":0.00003163288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000622446,"about_ca_topic_score_gemma":4.452286e-7,"domain_scores_codex":[0.9989574,0.00003069173,0.0002527185,0.0003083839,0.0002239232,0.0002269057],"domain_scores_gemma":[0.9993147,0.00002710642,0.00008990387,0.0003125409,0.00006852015,0.0001872624],"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":[0.00001346255,0.00003737449,0.000002116118,0.00002208458,0.000002270663,0.000001184443,0.0003358775,0.02824951,0.9594483,0.009088419,0.002770739,0.00002861678],"study_design_scores_gemma":[0.0001749096,0.00002451946,0.000004591831,0.000005708952,0.00002184843,9.328711e-7,0.00005218302,0.1468254,0.8314275,0.0001647231,0.02115099,0.0001466603],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9309909,0.0001013027,0.06147618,0.0009339357,0.0001965336,0.0002329009,0.0002006907,0.0001082332,0.005759303],"genre_scores_gemma":[0.8997902,0.00002435146,0.09892583,0.0007107496,0.000109508,0.00005123811,0.00001697945,0.00002113416,0.0003499577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1280208,"threshold_uncertainty_score":0.6004199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05409226949204659,"score_gpt":0.2762375339085669,"score_spread":0.2221452644165203,"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."}}