{"id":"W4210801397","doi":"10.1385/159259901x","title":"NanoBiotechnology Protocols","year":2005,"lang":"en","type":"book","venue":"Humana Press eBooks","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of North Texas; Emory University; Oak Ridge National Laboratory; York University; Rice University; Vanderbilt University; University of Pennsylvania; North Carolina State University; Georgia Institute of Technology","keywords":"Nanobiotechnology; Computer science; Nanotechnology; Materials science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001009163,0.001973011,0.00131094,0.002578752,0.001841657,0.002803693,0.002648609,0.001729741,0.109771],"category_scores_gemma":[0.001432229,0.001244833,0.0007210156,0.002567034,0.0009089775,0.002429766,0.002267521,0.003886898,0.1137958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002269006,"about_ca_system_score_gemma":0.001702316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00138609,"about_ca_topic_score_gemma":0.002435631,"domain_scores_codex":[0.9983768,0.0001274858,0.0001182769,0.0002402251,0.001062681,0.00007443217],"domain_scores_gemma":[0.9994003,0.00009754876,0.00003843031,0.0001261434,0.0002999137,0.00003771716],"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":[0.00007147244,0.0001057493,0.0001835008,0.003195888,0.0000335854,0.0004147958,0.0004720961,0.00126724,0.05130651,0.124929,0.4356745,0.3823456],"study_design_scores_gemma":[0.000003371997,0.000008175536,0.00003060826,0.0000549632,0.000002535711,0.00009913607,0.000008375481,0.00009926303,0.004681656,0.003122844,0.9918801,0.000008884081],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"protocol","genre_scores_codex":[0.001842842,0.05920364,0.1732292,0.003149208,0.01111674,0.002626145,0.008835525,0.006529313,0.7334675],"genre_scores_gemma":[0.01019253,0.03679892,0.1185488,0.003715913,0.0006934087,0.00427896,0.01243241,0.001726724,0.8116123],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.109771,"threshold_uncertainty_score":0.3672205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04895994065212132,"score_gpt":0.3194720139545218,"score_spread":0.2705120733024005,"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."}}