{"id":"W3120987461","doi":"","title":"An automated centrifugal centrifugal microfluidic system integrated with etalon sensor films for rapid image analysis detection of hormones in milk","year":2019,"lang":"en","type":"article","venue":"Arrow@dit (Dublin Institute of Technology)","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Alberta; Alberta Agriculture and Forestry","keywords":"Microfluidics; Miniaturization; Automation; Workflow; Computer science; Engineering; Nanotechnology; Materials science; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0005038615,0.0006557351,0.0003096959,0.0006535692,0.0004458157,0.0005036444,0.000985134,0.0005354502,0.001211626],"category_scores_gemma":[0.0003929083,0.0003656625,0.0002696979,0.0002623043,0.0003349555,0.0003551123,0.0003773088,0.0003808591,0.000740028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006345575,"about_ca_system_score_gemma":0.0009286711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001155024,"about_ca_topic_score_gemma":0.002518506,"domain_scores_codex":[0.9995186,0.00005469758,0.00004568254,0.0001365246,0.0002022924,0.00004220385],"domain_scores_gemma":[0.9998029,0.00006488014,0.00004035402,0.00002913843,0.00004480683,0.00001794939],"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":[0.00004017496,0.00005089461,0.0003225089,0.00008030897,0.000006642738,0.00004227774,0.00002817401,0.0001051872,0.9851692,0.0003910882,0.0004971098,0.01326645],"study_design_scores_gemma":[0.00001564688,0.0001007112,0.001742352,0.000006916548,0.000009858533,0.0002031978,0.00001132495,0.003868698,0.9858662,0.00004557153,0.008105285,0.00002411209],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5462102,0.003986799,0.4325888,0.001163246,0.0007462035,0.001224215,0.002285096,0.00475717,0.007038235],"genre_scores_gemma":[0.4392509,0.002056728,0.541823,0.0004790121,0.0001239145,0.001099282,0.001406821,0.0001286452,0.01363175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001211626,"threshold_uncertainty_score":0.004603982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005109511327086962,"score_gpt":0.2067069738621864,"score_spread":0.2015974625350995,"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."}}