{"id":"W7030546291","doi":"","title":"NUUG Oslo: Decentralized Open Source Mesh Networks - Benedict Lau","year":2018,"lang":"no","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Medical and Health Sciences Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open source; Mesh networking; Field (mathematics); Key (lock)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002558773,0.0007173654,0.001505882,0.000171211,0.0004219896,0.0002800956,0.002081692,0.00121484,0.9416907],"category_scores_gemma":[0.001093445,0.0005906179,0.0003260914,0.000054577,0.001208182,8.945653e-7,0.0008908083,0.001101828,0.09558662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00020688,"about_ca_system_score_gemma":0.0005909299,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01459858,"about_ca_topic_score_gemma":0.002346886,"domain_scores_codex":[0.9930429,0.0003935701,0.002052977,0.000666539,0.002230871,0.001613081],"domain_scores_gemma":[0.9949246,0.0005682182,0.001199224,0.0009730625,0.0007010903,0.001633808],"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":[0.0009920804,0.0002018786,0.00009238339,0.00157393,0.0001633561,0.00005815463,0.0003549336,0.0001139757,1.747883e-7,0.00005426675,0.9833885,0.01300635],"study_design_scores_gemma":[0.003359989,0.00123314,0.0001185309,0.002286875,0.000176816,0.000137205,0.0003307893,0.00241118,0.000003193556,0.00001010137,0.9893888,0.0005433787],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001402399,0.001210287,0.00001136791,0.002340233,0.001297035,0.002498759,0.00007627721,0.0001095045,0.9923163],"genre_scores_gemma":[0.0007847481,0.006448756,0.001036135,0.003199219,0.001469632,0.00005623839,0.0003837548,0.000127701,0.9864938],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8461041,"threshold_uncertainty_score":0.9996545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01653851256683903,"score_gpt":0.2673779238781395,"score_spread":0.2508394113113005,"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."}}