{"id":"W7021177791","doi":"","title":"Nanocomposites of nanocrystalline cellulose for biosensor applications","year":2012,"lang":"en","type":"article","venue":"NPARC","topic":"Astronomical Observations and Instrumentation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biosensor; Nanocomposite; Substrate (aquarium); Cellulose; Polyethylenimine; Nanoparticle; Colloidal gold; Carbodiimide; Nanocellulose","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003136267,0.00004512591,0.00006135995,0.00002441899,0.00001870713,0.000003711198,0.00003928182,0.00002149872,0.00005682547],"category_scores_gemma":[0.000001795362,0.00004510516,0.0000306658,0.00005410649,0.00001315146,0.00009195452,0.000005234363,0.00001773094,0.00001068468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001711348,"about_ca_system_score_gemma":0.000002595628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.41096e-7,"about_ca_topic_score_gemma":2.032122e-7,"domain_scores_codex":[0.9997013,0.000002418311,0.0001298397,0.00003762749,0.00002848621,0.0001003355],"domain_scores_gemma":[0.9998284,0.00002544818,0.00002103872,0.00007164422,0.00002066166,0.00003280136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000002340291,0.00003199145,0.001154495,0.00003194372,0.00001101717,2.215904e-9,0.00003872479,0.0003189163,0.9756351,0.01191822,0.0004218798,0.01043541],"study_design_scores_gemma":[0.0002740533,0.00002513203,0.00399123,0.000006297552,0.00001829466,2.648256e-7,0.00003264773,0.01501038,0.9096633,0.0005272413,0.07035156,0.00009957217],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.789521,0.00005550265,0.2055902,0.00004838187,0.00006989795,0.0003551415,0.00004989383,0.00006437675,0.004245531],"genre_scores_gemma":[0.906806,0.000004147918,0.09286512,0.000007453034,0.00007412189,0.000100711,0.00005407228,0.000009739239,0.00007861619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.117285,"threshold_uncertainty_score":0.1839335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01253048282829982,"score_gpt":0.2182542175965137,"score_spread":0.2057237347682139,"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."}}