{"id":"W2263977031","doi":"","title":"Immobilization of Gold Nanoparticles for Colourimetric Detection of Biofilms on Surfaces","year":2015,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Gold and Silver Nanoparticles Synthesis and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo","keywords":"Colloidal gold; Biofilm; Nanotechnology; Nanoparticle; Chemistry; Materials science; Biology; Bacteria","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":[0.0003690668,0.0004661932,0.000242228,0.0003390578,0.0002377307,0.0003696362,0.00040972,0.0008184969,0.001049823],"category_scores_gemma":[0.0002993554,0.0004199235,0.0004062945,0.0002213157,0.0001632445,0.0002871373,0.0004058171,0.0006378602,0.0007079705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000401598,"about_ca_system_score_gemma":0.0002306734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005344671,"about_ca_topic_score_gemma":0.001065276,"domain_scores_codex":[0.9996842,0.00005211668,0.00001879806,0.00008389683,0.0001198293,0.00004106269],"domain_scores_gemma":[0.9999104,0.00002510739,0.00001783458,0.000008164091,0.00003187255,0.000006671426],"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":[0.00001156484,0.0000240649,0.00005965351,0.0001463991,0.000006391748,0.00003112415,0.00004008937,0.0002054427,0.9930149,0.0002631944,0.0002042645,0.005992781],"study_design_scores_gemma":[0.000003568465,0.000136394,0.0003934006,0.00001709979,0.000007190624,0.00005821199,0.00002070729,0.001782564,0.9937255,0.00008700967,0.003759657,0.000008785119],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7471357,0.0206789,0.204161,0.001591806,0.0007314423,0.0005614113,0.0004257101,0.0008142054,0.02389984],"genre_scores_gemma":[0.7961079,0.01361008,0.1640029,0.0005939309,0.00007629861,0.0004767227,0.0004780074,0.00008682866,0.02456724],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001049823,"threshold_uncertainty_score":0.003511965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01811936556102424,"score_gpt":0.225946415887197,"score_spread":0.2078270503261727,"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."}}