{"id":"W4405268144","doi":"10.1017/9781108963961.018","title":"Standardization in Molecular Communication","year":2024,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Standardization; Molecular communication; Computer science; Telecommunications; Systems engineering; Engineering; Operating system","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":[0.001171209,0.0008428796,0.0004936097,0.001555681,0.001436315,0.003837703,0.000880355,0.001624481,0.02859665],"category_scores_gemma":[0.001838519,0.0002702729,0.0004347465,0.002385124,0.00211438,0.006097941,0.001732714,0.002651576,0.01639751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001907398,"about_ca_system_score_gemma":0.001834448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001276714,"about_ca_topic_score_gemma":0.00182126,"domain_scores_codex":[0.9988066,0.0002771741,0.00005354676,0.0001276215,0.0006260283,0.0001089792],"domain_scores_gemma":[0.9993117,0.000265182,0.00004504181,0.0001002701,0.0002264278,0.00005142784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001091148,0.00002474683,0.00005776924,0.000345091,0.000004958772,0.00005388842,0.000616855,0.0003707079,0.001270396,0.7196442,0.1336888,0.1439118],"study_design_scores_gemma":[7.713321e-7,0.000007466591,0.00003003428,0.0001487435,0.000001273457,0.0000694782,0.00006190674,0.0000557179,0.0002499032,0.02800074,0.9713697,0.000004198444],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00149943,0.1163953,0.02103166,0.01215627,0.01286799,0.0000772538,0.0001564721,0.0003545523,0.8354611],"genre_scores_gemma":[0.02572836,0.1912108,0.01552386,0.01039515,0.008608844,0.0001764054,0.0004566719,0.0004935667,0.7474065],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02859665,"threshold_uncertainty_score":0.09566528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009925924402339067,"score_gpt":0.1816926952106834,"score_spread":0.1717667708083443,"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."}}