{"id":"W4405268139","doi":"10.1017/9781108963961.015","title":"Targeted Cluster Formation of Bio-nanomachines","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":"Cluster (spacecraft); Computer science; Task (project management); Distributed computing; Drug delivery; Nanotechnology; Computational biology; Biological system; Biology; Systems engineering; Engineering; Materials science; Computer network","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00004910929,0.0002238476,0.0002431685,0.0002074577,0.00004135069,0.00001807669,0.0003252976,0.0002730971,0.000005350567],"category_scores_gemma":[0.000001521968,0.0002595564,0.000169744,0.00001179648,0.00006457719,0.00006105991,0.0001947446,0.0003189111,0.00002107322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008357955,"about_ca_system_score_gemma":0.00001417605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001167624,"about_ca_topic_score_gemma":0.000002232131,"domain_scores_codex":[0.9994037,0.00001453265,0.0001940474,0.0001419062,0.0001226949,0.0001231359],"domain_scores_gemma":[0.9992982,0.00002326434,0.00007483771,0.0004793152,0.00006468262,0.0000597724],"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":[0.00003564584,0.000004918078,3.656078e-7,0.0007318415,0.0002545057,0.000042038,0.00009804939,0.001023272,0.0007068989,0.9255925,0.06903742,0.002472478],"study_design_scores_gemma":[0.0002251273,0.00001342345,0.000001621367,0.0002469325,0.0001473449,0.000007256134,0.000006063205,0.02960798,0.001744311,0.00001693346,0.9677141,0.0002688555],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007003821,0.00180847,0.006167144,0.000007905151,0.0002447673,0.0002344735,0.0001267121,0.0002730087,0.9910675],"genre_scores_gemma":[0.01694413,0.0005014032,0.0001702694,0.00001707688,0.00004547862,6.316992e-7,0.0001848351,0.00005927041,0.9820769],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9255756,"threshold_uncertainty_score":0.9999857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01149869515532907,"score_gpt":0.1774420384844436,"score_spread":0.1659433433291146,"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."}}