{"id":"W4401626406","doi":"10.20944/preprints202408.0834.v1","title":"A Roadmap for NF ISAC in 6G: A Comprehensive Overview and Tutorial","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Indoor and Outdoor Localization Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Systems engineering; Field (mathematics); Wireless; Telecommunications; Engineering","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":[0.0009212426,0.001172996,0.0005119755,0.002156117,0.0005233754,0.002211493,0.0009110316,0.002124564,0.0120421],"category_scores_gemma":[0.001318105,0.0004775221,0.0005823628,0.002303469,0.0005344439,0.004261436,0.001241012,0.002227291,0.005735805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001049874,"about_ca_system_score_gemma":0.001225677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001933528,"about_ca_topic_score_gemma":0.001891577,"domain_scores_codex":[0.9996215,0.0001012427,0.00002766767,0.00006008637,0.0001415066,0.00004806547],"domain_scores_gemma":[0.9994399,0.0002858814,0.00003151815,0.00003528812,0.0001660318,0.00004124388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004867595,0.0001033141,0.0005878183,0.003655913,0.00003266603,0.0002762147,0.0003213621,0.006655693,0.002789143,0.1510149,0.08459257,0.7499218],"study_design_scores_gemma":[0.000002834328,0.0001057642,0.0003159709,0.001364804,0.00002086681,0.0005133412,0.0001846237,0.005504229,0.0006338153,0.02562017,0.9656985,0.00003494533],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002829526,0.7441981,0.1382042,0.008448509,0.00496392,0.0001829384,0.0002992087,0.0006118051,0.1002619],"genre_scores_gemma":[0.02748628,0.8621481,0.06541582,0.002889469,0.004694168,0.0001813029,0.0006768946,0.0001773858,0.03633059],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0120421,"threshold_uncertainty_score":0.04028487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1263092305657217,"score_gpt":0.3464238478942943,"score_spread":0.2201146173285725,"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."}}