{"id":"W2035141614","doi":"10.1007/s12645-013-0044-5","title":"Intelligent system design for bionanorobots in drug delivery","year":2013,"lang":"en","type":"article","venue":"Cancer Nanotechnology","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fuzzy logic; Nanorobotics; Computer science; Drug delivery; Nanosensor; Artificial intelligence; Swarm behaviour; Machine learning; Control engineering; Nanotechnology; Engineering; Materials science","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00008749032,0.000149683,0.0002393098,0.0001251721,0.00005732024,0.00001658174,0.0002444828,0.0001171336,0.000201561],"category_scores_gemma":[0.000002969977,0.0001379435,0.00006677618,0.0002130386,0.000060428,0.0000644645,0.00005999511,0.0001299168,0.000124647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001513645,"about_ca_system_score_gemma":0.0001091282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001331619,"about_ca_topic_score_gemma":0.00004137435,"domain_scores_codex":[0.9990153,0.00002385073,0.0002556808,0.0002663745,0.00004607994,0.0003926665],"domain_scores_gemma":[0.9994998,0.00006838338,0.00008526202,0.000225461,0.00007949895,0.00004162173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001581646,0.0004039824,0.01766185,0.0003102474,0.0002825137,0.000007796951,0.0005948848,0.01218445,0.1874346,0.1446711,0.04595206,0.5903384],"study_design_scores_gemma":[0.001793099,0.0001244228,0.0003050303,0.0002779447,0.00005682768,0.000003315602,0.001473567,0.01205959,0.9402558,0.01583299,0.02710027,0.0007171078],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6078935,0.002110477,0.3853143,0.001125442,0.0009400001,0.002045941,0.00004391383,0.0002114978,0.0003149415],"genre_scores_gemma":[0.9938987,0.00004939895,0.004649694,0.00004953783,0.0001025409,0.0007834748,0.000008790511,0.00002298902,0.0004348833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7528213,"threshold_uncertainty_score":0.5625172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01760517676663482,"score_gpt":0.2423700143105442,"score_spread":0.2247648375439094,"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."}}