{"id":"W1813133062","doi":"10.1109/mcom.2010.5458362","title":"Optical communications [Series Editorial","year":2010,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optelian (Canada)","funders":"","keywords":"Telecommunications; Publishing; Computer science; Optical communication; Focus (optics); Engineering; Political science; Electronic engineering; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001698008,0.0001967635,0.0002081414,0.0001009296,0.0002890782,0.00006295228,0.003091882,0.0002607381,0.00003547438],"category_scores_gemma":[0.0002978578,0.0002080637,0.00006418388,0.000433021,0.001139527,0.000343974,0.0006696182,0.001478462,0.0005728998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004200923,"about_ca_system_score_gemma":0.00002245538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000015517,"about_ca_topic_score_gemma":0.0002761789,"domain_scores_codex":[0.998989,0.0000284765,0.0003502964,0.0001495257,0.0001660275,0.0003167062],"domain_scores_gemma":[0.9932198,0.0004309021,0.00003725377,0.006052943,0.0001588536,0.0001002595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002150747,0.0003938239,0.0002357763,0.00004867298,0.0001198646,0.000002502056,0.0001522972,0.002419604,0.1802564,0.4528135,0.322154,0.04138206],"study_design_scores_gemma":[0.0002351329,0.00003080133,0.0001938991,0.00001587682,0.00002359013,0.00001652774,0.00003223581,0.01429083,0.001369174,0.009974783,0.9735084,0.0003087702],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.03580821,0.006961531,0.0868352,0.04061067,0.1634476,0.002696517,0.0002417543,0.02849787,0.6349006],"genre_scores_gemma":[0.3669306,0.003456571,0.6243924,0.00004586357,0.004448187,0.0002522285,0.00008083293,0.0000796159,0.0003137435],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6513544,"threshold_uncertainty_score":0.8484593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01859588268585343,"score_gpt":0.2706082880912303,"score_spread":0.2520124054053769,"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."}}