{"id":"W1976618990","doi":"10.1002/elps.200900774","title":"Parameters governing reproducibility of flow properties of porous monoliths photopatterned within microfluidic channels","year":2010,"lang":"en","type":"article","venue":"Electrophoresis","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Microfluidics; Reproducibility; Porosity; Materials science; Flow (mathematics); Nanotechnology; Chemical engineering; Chromatography; Chemistry; Mechanics; Composite material; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006217806,0.0003009544,0.0005183172,0.0001407456,0.00007196079,0.0000200731,0.0004220528,0.0001700354,0.00008681514],"category_scores_gemma":[0.0001711274,0.0002816053,0.0001597083,0.0004546434,0.0001860649,0.00008206871,0.00004903928,0.0004155588,0.00001428762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007101248,"about_ca_system_score_gemma":0.00009165168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000268951,"about_ca_topic_score_gemma":0.00001428138,"domain_scores_codex":[0.9977261,0.00005600839,0.000767519,0.0006982914,0.0002854868,0.0004665844],"domain_scores_gemma":[0.9979056,0.00003252831,0.0001899553,0.00163138,0.0001435449,0.00009700359],"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":[0.00007794502,0.00007392945,0.0007482179,0.0001860452,0.0001104929,0.000001341508,0.0006387362,0.00006225772,0.9914065,0.00005957911,0.005763202,0.0008717396],"study_design_scores_gemma":[0.0002221543,0.0001166011,0.000875924,0.0000370723,0.00005656683,0.00001945167,0.00005017583,0.0005916189,0.9963712,0.0001277546,0.001258694,0.0002728282],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639606,0.03447842,0.000514617,0.00004199133,0.0002255088,0.0004367751,0.00003188531,0.000147732,0.0001624553],"genre_scores_gemma":[0.9868432,0.0123153,0.0004879961,0.00002535272,0.00006766399,0.00009560552,0.00001561061,0.00007099092,0.00007833473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02288253,"threshold_uncertainty_score":0.9999636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009893139482992449,"score_gpt":0.193931405523156,"score_spread":0.1840382660401635,"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."}}