{"id":"W1932874225","doi":"10.1063/1.4738962","title":"Robust and economical multi-sample, multi-wavelength UV/vis absorption and fluorescence detector for biological and chemical contamination","year":2012,"lang":"en","type":"article","venue":"AIP Advances","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Detector; Contamination; Absorption (acoustics); Ethylene glycol; Fluorescence; Activity-based costing; Robustness (evolution); Environmental science; Materials science; Computer science; Chemistry; Optics; Telecommunications; Physics; Business","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":[0.001190778,0.001049765,0.0006674264,0.001063612,0.0006913521,0.0009293305,0.002457582,0.002031664,0.002821233],"category_scores_gemma":[0.001493641,0.0007289227,0.0006753416,0.000641968,0.0007278721,0.001391836,0.001101766,0.001501026,0.001943706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005911435,"about_ca_system_score_gemma":0.0007906959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003123596,"about_ca_topic_score_gemma":0.0006352954,"domain_scores_codex":[0.9978963,0.0002556639,0.0001045253,0.0003929871,0.001251784,0.00009868827],"domain_scores_gemma":[0.9991479,0.0002219657,0.0002051943,0.0001683685,0.000189691,0.00006681241],"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":[0.000084486,0.00008768931,0.0005367239,0.0001590049,0.00002067644,0.00009729742,0.00001842357,0.0003769542,0.9738368,0.0008121937,0.001264932,0.02270479],"study_design_scores_gemma":[0.00001394457,0.0002506295,0.0006976329,0.00001497146,0.00002572557,0.0006614312,0.00001619644,0.00413993,0.9819952,0.0002660228,0.01188526,0.00003293722],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1275496,0.006359468,0.8529614,0.00195205,0.0007136821,0.0008230796,0.001053437,0.00267245,0.005914841],"genre_scores_gemma":[0.245563,0.002088351,0.7419905,0.001041475,0.0001966751,0.0005839096,0.0007386378,0.0002277749,0.007569666],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002821233,"threshold_uncertainty_score":0.009437978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03620084623815709,"score_gpt":0.2426382319380366,"score_spread":0.2064373856998795,"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."}}