{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003108757,0.0004426411,0.00100946,0.002803589,0.00006930957,0.00003124601,0.000588635,0.0008469641,0.000009800803],"category_scores_gemma":[0.00009179039,0.0003830879,0.0002043479,0.003841685,0.0004890061,0.0004008823,0.00006457871,0.0004137822,0.00001076226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001964521,"about_ca_system_score_gemma":0.00008130416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001876569,"about_ca_topic_score_gemma":0.00009661586,"domain_scores_codex":[0.9977318,0.00002617993,0.000889866,0.0005528629,0.0002259522,0.000573331],"domain_scores_gemma":[0.9983763,0.00003168008,0.0002952034,0.0009070905,0.0003307101,0.00005908267],"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":[0.0002138926,0.0001151434,0.002589304,0.0004459629,0.0004844503,0.00002698937,0.00004084702,0.0009419642,0.9919094,0.0003445248,0.0003949762,0.002492584],"study_design_scores_gemma":[0.001745916,0.0004511608,0.0006196517,0.0002636931,0.000314738,0.00004788047,0.001098028,0.05270556,0.940532,0.00001637521,0.001803452,0.0004015057],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666718,0.002090633,0.02571957,0.00008146909,0.0004929097,0.000927477,0.0001811079,0.003782298,0.00005278933],"genre_scores_gemma":[0.9745882,0.0003771854,0.0247563,0.000003790632,0.00001556987,0.00003614704,0.0001615238,0.00005148636,0.000009785383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0517636,"threshold_uncertainty_score":0.9998621,"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."}}