{"id":"W4319662409","doi":"10.1364/ao.487523","title":"Optical Interference Coatings 2022: introduction to the feature issue","year":2023,"lang":"en","type":"article","venue":"Applied Optics","topic":"Optical Coatings and Gratings","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Optics; Interference (communication); Feature (linguistics); Optical coating; Materials science; Computer science; Physics; Telecommunications; Nanotechnology; Thin film","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007004325,0.0001784432,0.0001896266,0.00005578859,0.0002927925,0.0002636933,0.0004562768,0.0001027183,0.0002771923],"category_scores_gemma":[0.0004958804,0.0001225379,0.00003823805,0.0006991087,0.0001182376,0.00007311744,0.0003663016,0.0003094607,0.006578103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003107961,"about_ca_system_score_gemma":0.00002514906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006632523,"about_ca_topic_score_gemma":0.00001142961,"domain_scores_codex":[0.9984715,0.00002135936,0.0002437761,0.0004559825,0.0003551216,0.0004522792],"domain_scores_gemma":[0.99905,0.0001948706,0.00007144892,0.0004406167,0.0001059066,0.0001372244],"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":[0.00002597981,0.00001855913,0.000008400316,0.00001651275,0.000002740664,0.000002056374,0.0008186226,0.0003639564,0.7871982,0.06981459,0.1385132,0.003217163],"study_design_scores_gemma":[0.0004564066,0.0004177906,0.0007363231,0.00004738083,0.00006580069,0.00002141386,0.003528383,0.003204356,0.7493509,0.005240705,0.2361284,0.0008021537],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8857706,0.00001891396,0.004976864,0.08796384,0.001877933,0.0008290956,0.00002506142,0.0006468873,0.01789076],"genre_scores_gemma":[0.9516865,0.00001197774,0.03564366,0.002441774,0.003358028,0.0001511022,0.00003238675,0.00004688541,0.006627677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09761516,"threshold_uncertainty_score":0.9941954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01108699690709971,"score_gpt":0.2503751421557719,"score_spread":0.2392881452486722,"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."}}