{"id":"W4403030549","doi":"10.1364/networks.2024.nem4c.1","title":"Artificial Intelligence and Machine Learning in Optical Networking [Tutorial]","year":2024,"lang":"en","type":"article","venue":"","topic":"Optical Network Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Artificial intelligence","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":[0.0007309093,0.001709316,0.0009737585,0.001816667,0.0006112885,0.002004039,0.0006664126,0.001584764,0.008025869],"category_scores_gemma":[0.001642345,0.000428394,0.0007399755,0.002824182,0.0009935517,0.002707882,0.0006545431,0.003526261,0.003372621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008409663,"about_ca_system_score_gemma":0.000734258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001830171,"about_ca_topic_score_gemma":0.002894962,"domain_scores_codex":[0.9996545,0.00009175978,0.00001985321,0.0000525365,0.0001444181,0.00003686962],"domain_scores_gemma":[0.9993514,0.0004416573,0.00003123149,0.00002117277,0.0001134027,0.00004112664],"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":[0.00007224777,0.000237223,0.0004423194,0.002135934,0.0001663413,0.000251497,0.0002440705,0.007749817,0.002142879,0.118752,0.4672932,0.4005126],"study_design_scores_gemma":[0.00001152334,0.000135471,0.001296742,0.001046972,0.00004730201,0.0005190423,0.00007129202,0.007782609,0.0005999575,0.08789907,0.9005311,0.00005893527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001786604,0.8510376,0.04633084,0.007402158,0.0219978,0.00006897073,0.0002142452,0.0002760103,0.07088574],"genre_scores_gemma":[0.01422448,0.7818184,0.04271782,0.007449818,0.05718669,0.0002002896,0.0004123287,0.0002233941,0.09576663],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008025869,"threshold_uncertainty_score":0.02684915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02797718363710133,"score_gpt":0.2370837255359039,"score_spread":0.2091065418988026,"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."}}