{"id":"W1555338111","doi":"10.1002/9783527632756.ch3","title":"Quantitative SERS Methods","year":2010,"lang":"en","type":"other","venue":"","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Environmental science; Chemistry","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":[0.001785477,0.002739847,0.0009644039,0.002280229,0.0007210071,0.001440193,0.002649969,0.001241861,0.02387585],"category_scores_gemma":[0.001460911,0.0009781856,0.0007997634,0.001324454,0.001122497,0.001414299,0.001863048,0.002614226,0.01824029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009037124,"about_ca_system_score_gemma":0.0005872348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005782441,"about_ca_topic_score_gemma":0.001338499,"domain_scores_codex":[0.9965518,0.0004659916,0.0001161501,0.0009302299,0.001773311,0.0001625449],"domain_scores_gemma":[0.9990993,0.0002248024,0.00009554431,0.0002575294,0.0002797461,0.00004314116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009934726,0.0001395671,0.0002586818,0.001081843,0.0000708804,0.00006926924,0.0001417201,0.001125497,0.7337323,0.0246015,0.02390795,0.2147714],"study_design_scores_gemma":[0.00002388259,0.0001519203,0.0006907488,0.00007921656,0.00005348133,0.0004865587,0.00004658758,0.01303775,0.8265455,0.005697156,0.1530927,0.00009450379],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008757771,0.003864283,0.9236189,0.0005010384,0.0005619118,0.000365928,0.00187053,0.007879671,0.05258005],"genre_scores_gemma":[0.09202098,0.0066568,0.6766475,0.0009535735,0.0002916635,0.001329226,0.004695513,0.002600417,0.2148044],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02387585,"threshold_uncertainty_score":0.07987273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01848828898596777,"score_gpt":0.4482668716468508,"score_spread":0.429778582660883,"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."}}