{"id":"W4414428592","doi":"10.1364/ome.580034","title":"Novel Optical Materials and Applications (NOMA): feature issue introduction","year":2025,"lang":"en","type":"article","venue":"Optical Materials Express","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Optical materials; Feature (linguistics); Photonics; Optical engineering; Integrated optics; Optical fiber; Materials processing; Optical communication","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001004452,0.0006649186,0.0005322387,0.0009007341,0.0007146363,0.002513989,0.0009817614,0.002391617,0.02070584],"category_scores_gemma":[0.001342697,0.0003263764,0.0004176717,0.000623451,0.0007394412,0.001725885,0.001023802,0.001806618,0.007930214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009492334,"about_ca_system_score_gemma":0.001244239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004715913,"about_ca_topic_score_gemma":0.001176601,"domain_scores_codex":[0.9990444,0.00006535529,0.00004900658,0.00009780667,0.0006223861,0.0001211205],"domain_scores_gemma":[0.9989694,0.000148115,0.0001245604,0.00004945714,0.0005174566,0.0001909533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008003907,0.00008683785,0.0002809104,0.0008577032,0.00001301834,0.0002209545,0.00003307126,0.0001250135,0.0121036,0.008413484,0.8266206,0.1511646],"study_design_scores_gemma":[0.00000384811,0.00005765681,0.0004019774,0.00007594118,0.000003626397,0.0002466516,0.00001316488,0.0001432448,0.00213994,0.0006505997,0.9962548,0.000008373906],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.008018384,0.1172294,0.01645643,0.05340897,0.6332632,0.0005697879,0.001186314,0.001001512,0.168866],"genre_scores_gemma":[0.04613122,0.08698887,0.01429069,0.03307712,0.232838,0.0004318804,0.001791673,0.0007512167,0.5836993],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02070584,"threshold_uncertainty_score":0.06926799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005119717424159404,"score_gpt":0.2260923830597697,"score_spread":0.2209726656356103,"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."}}