{"id":"W3153716756","doi":"10.1016/j.aca.2021.338441","title":"Microfluidic measurement of individual cell membrane water permeability","year":2021,"lang":"en","type":"article","venue":"Analytica Chimica Acta","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chemistry; Microfluidics; Microchannel; Electrical impedance; Permeability (electromagnetism); Membrane; Volumetric flow rate; Chromatography; Analytical Chemistry (journal); Nanotechnology; Materials science; Mechanics","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":[],"consensus_categories":[],"category_scores_codex":[0.000347937,0.0002150102,0.0003525774,0.000101602,0.00005033695,0.00003376963,0.0003204127,0.0001725774,0.0002694948],"category_scores_gemma":[0.00006687738,0.0001676377,0.000156499,0.0002105898,0.0001431118,0.00005817872,0.0001750357,0.000227143,0.00003893621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007626542,"about_ca_system_score_gemma":0.00005169099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003758109,"about_ca_topic_score_gemma":0.000003434845,"domain_scores_codex":[0.998511,0.00003658616,0.0003843992,0.0002927161,0.0003932913,0.0003820323],"domain_scores_gemma":[0.9990999,0.00002841153,0.00002833182,0.0006162522,0.0001613438,0.00006575278],"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":[0.000005107193,0.0000887206,0.0001744924,0.0001464432,0.0001051302,0.000007061021,0.0001536929,5.317848e-7,0.976375,0.00001718906,0.02264047,0.0002860931],"study_design_scores_gemma":[0.000241273,0.00002318028,0.000693992,0.00003164834,0.0001330942,0.00001337774,0.0001553468,0.0001193952,0.9863304,0.0001272897,0.01191977,0.0002111846],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943219,0.0009692313,0.00004392012,0.0007969091,0.0001446472,0.00009992889,0.00003018147,0.000338637,0.003254609],"genre_scores_gemma":[0.9972601,0.002125491,0.0003802551,0.00006047572,0.00003205677,0.000002090469,0.00003447981,0.00002670175,0.00007834779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0107207,"threshold_uncertainty_score":0.6836065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01884673057484261,"score_gpt":0.2021871691501935,"score_spread":0.1833404385753509,"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."}}