{"id":"W6959099606","doi":"10.1021/jp107118y.s001","title":"Layer-by-Layer Characterization of a Model Biofuel Cell Anode by (in Situ) Vibrational Spectroscopy","year":2016,"lang":"en","type":"article","venue":"Figshare","topic":"Electrochemical sensors and biosensors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Adsorption; Infrared spectroscopy; In situ; Raman spectroscopy; Attenuated total reflection; Analytical Chemistry (journal); Raman scattering; Spectroscopy","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":[0.0002146001,0.0005053708,0.0003142983,0.0002394694,0.0002208732,0.0004023134,0.000475638,0.000424022,0.001101004],"category_scores_gemma":[0.0002587938,0.0002240988,0.0002066048,0.0001789786,0.0001624906,0.0003940529,0.0001832311,0.0003315333,0.0003412288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000288874,"about_ca_system_score_gemma":0.0001495412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005353889,"about_ca_topic_score_gemma":0.0006995655,"domain_scores_codex":[0.9998891,0.00001009923,0.000006827808,0.00002779739,0.00004212418,0.00002403655],"domain_scores_gemma":[0.9998728,0.00003732284,0.00001838701,0.00001878676,0.00004027556,0.00001241175],"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":[0.00001407753,0.000009428429,0.00008738649,0.00001417608,0.000002324795,0.00002356643,0.000009569775,0.0001009416,0.9990937,0.0000323162,0.00001741108,0.0005951613],"study_design_scores_gemma":[0.000001891357,0.00004372715,0.0005162181,0.000001235858,0.000006129663,0.00002079236,0.00001112427,0.001737719,0.9971688,0.00001830866,0.0004715215,0.000002479659],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741857,0.0004519097,0.02299669,0.0001015091,0.00003453243,0.00005360757,0.0005759824,0.0003366128,0.001263449],"genre_scores_gemma":[0.9716451,0.0005063211,0.02463599,0.00004788238,0.000007495723,0.00007548295,0.0007405118,0.00006169322,0.002279353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001101004,"threshold_uncertainty_score":0.003683269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01308544352045929,"score_gpt":0.2044842372092925,"score_spread":0.1913987936888332,"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."}}