{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0002721555,0.0004724228,0.000442876,0.0001541582,0.000134033,0.00008368835,0.001107753,0.001742677,0.00008046755],"category_scores_gemma":[0.00008309299,0.0004336701,0.0002435522,0.00000991967,0.0007226476,0.000001956573,0.000828348,0.0006473622,0.0001113246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006520046,"about_ca_system_score_gemma":0.0005111548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000111162,"about_ca_topic_score_gemma":0.00005255974,"domain_scores_codex":[0.9975265,0.00004641406,0.0005962215,0.0006201165,0.00052758,0.0006831884],"domain_scores_gemma":[0.9981117,0.00001352422,0.000257151,0.001204041,0.0001848371,0.0002287927],"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":[0.0001283055,0.00008722155,5.124655e-7,0.0007440141,0.0003219011,0.00002359734,0.00009220366,0.000002268551,0.008052058,0.005443347,0.4988063,0.4862983],"study_design_scores_gemma":[0.0005495243,0.0005325216,0.00000183085,0.0001343942,0.00002997627,0.00001546363,0.00000512458,0.00002032775,0.03647698,0.0005856567,0.9611755,0.0004727036],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003188447,0.00260465,0.0003063215,0.00006117809,0.0001822073,0.008274319,0.0001219478,0.00008709791,0.9883304],"genre_scores_gemma":[0.0001592472,0.001035516,0.0007504104,0.0003731206,0.001452597,0.0025963,0.000495517,0.00009677521,0.9930405],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4858255,"threshold_uncertainty_score":0.9998115,"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."}}