{"id":"W2783874200","doi":"10.1021/acsami.7b15746","title":"Transition Metal Dichalcogenide Nanosheets for Visual Monitoring PCR Rivaling a Real-Time PCR Instrument","year":2018,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Advanced biosensing and bioanalysis techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Fluorescence; Graphene; Nanomaterials; SYBR Green I; DNA; Materials science; Polymerase chain reaction; Biophysics; Tungsten disulfide; Real-time polymerase chain reaction; Nanotechnology; Molecular biology; Chemistry; Biology; Biochemistry; Gene","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003071371,0.0002784831,0.000327618,0.00006461646,0.0001763234,0.0000845316,0.0001785156,0.0002053753,0.00001115454],"category_scores_gemma":[0.00002088079,0.0002465451,0.00005180865,0.00006596788,0.0001420559,0.00000994671,0.0001071931,0.00003876506,0.00001477411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000275266,"about_ca_system_score_gemma":0.00002110809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002590037,"about_ca_topic_score_gemma":0.000004768627,"domain_scores_codex":[0.9985561,0.00004022649,0.0003970979,0.000524307,0.0001427805,0.0003395096],"domain_scores_gemma":[0.9993766,0.00001317699,0.0001809612,0.0002602367,0.0001179235,0.00005108396],"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":[0.0004560293,0.00005041406,0.000002998219,0.00002562584,0.0001526454,6.368654e-7,0.00008480421,0.000002587355,0.9961649,0.00002482285,0.00008370352,0.002950823],"study_design_scores_gemma":[0.0003696032,0.0004928553,0.00001181152,0.00004536062,0.0001127264,0.000006765791,0.0001220961,0.000003843184,0.9980047,0.0002008828,0.0003340822,0.0002952612],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977605,0.00003967513,0.001094408,0.00006133676,0.0002468267,0.0003815706,0.00007429974,0.0001061028,0.0002352782],"genre_scores_gemma":[0.9894844,0.0001642341,0.008951357,0.00005542153,0.0009301181,0.00008805361,0.0001883512,0.00004550497,0.00009255241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008276095,"threshold_uncertainty_score":0.9999987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01443800908563302,"score_gpt":0.2878859986743999,"score_spread":0.2734479895887669,"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."}}