{"id":"W4414755932","doi":"10.4018/979-8-3373-0055-9.ch003","title":"Nano-Bioscience","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Nanotechnology research and applications","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian AIDS Society","funders":"","keywords":"Exploit; Context (archaeology); Work (physics); Identification (biology)","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":[0.0004798348,0.001042093,0.000838919,0.001101441,0.001311083,0.004839396,0.001164817,0.001957994,0.1879084],"category_scores_gemma":[0.0008621263,0.0004304818,0.0003980523,0.001241551,0.001169131,0.003074291,0.002691975,0.00347915,0.1876648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002033983,"about_ca_system_score_gemma":0.001299744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006858148,"about_ca_topic_score_gemma":0.00179936,"domain_scores_codex":[0.9993426,0.00005978225,0.00002266414,0.000123566,0.0003956945,0.00005561101],"domain_scores_gemma":[0.9996265,0.00005478294,0.0000236903,0.00006894018,0.0001357319,0.00009032628],"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":[0.00002961706,0.00004418944,0.0001238818,0.0008164283,0.00001397894,0.0001057003,0.0002364495,0.0001668691,0.008818519,0.1613397,0.4739353,0.3543694],"study_design_scores_gemma":[9.808123e-7,0.000003924533,0.00003341593,0.00006392087,8.713347e-7,0.0000511561,0.00001499259,0.00001471925,0.0002642217,0.005269103,0.9942809,0.000001813435],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004969749,0.06763943,0.004604093,0.005818335,0.009836684,0.00007397398,0.0005345789,0.0005794073,0.9104164],"genre_scores_gemma":[0.005394393,0.04795442,0.004750333,0.005077381,0.002161577,0.0001285077,0.0006084919,0.000285736,0.9336392],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1879084,"threshold_uncertainty_score":0.6286163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009970794026158192,"score_gpt":0.2294416196945541,"score_spread":0.2194708256683959,"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."}}