{"id":"W2010130647","doi":"10.1002/smll.201102464","title":"Microfluidic Encapsulation of Cells in Polymer Microgels","year":2012,"lang":"en","type":"review","venue":"Small","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":260,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Microfluidics; Cell encapsulation; Nanotechnology; Encapsulation (networking); Materials science; Polymer; Self-healing hydrogels; Computer science; Polymer chemistry","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":[0.0003429018,0.0003518364,0.0009111525,0.0005660683,0.00001200109,0.000008306321,0.0002421696,0.0004251417,0.00006723839],"category_scores_gemma":[0.00000426606,0.000343233,0.000160123,0.0009239154,0.00005163486,0.00006865115,0.00004877918,0.0003625628,0.00006753305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001966966,"about_ca_system_score_gemma":0.00006482146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000176115,"about_ca_topic_score_gemma":3.078297e-7,"domain_scores_codex":[0.9984106,0.00003744605,0.0009570866,0.000190878,0.00009233501,0.0003116061],"domain_scores_gemma":[0.9993629,0.00003271029,0.0001912153,0.0003299932,0.00005791829,0.00002526181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[8.054926e-7,0.00002692888,0.000004651602,0.009274847,0.00005154429,0.000001858498,0.00007987661,5.282464e-8,0.04228888,0.0007473672,0.001980342,0.9455429],"study_design_scores_gemma":[0.00006410897,0.000007127247,0.000002579162,0.002139888,0.00009511023,0.000008355471,0.000004609329,0.000001035325,0.2081088,0.0000203581,0.7892827,0.0002652114],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008228842,0.991887,0.005493938,0.00000104137,0.0003927167,0.0004433806,0.00008029869,0.0001278186,0.001491493],"genre_scores_gemma":[0.0007523798,0.9982318,0.0002503699,0.000009644646,0.0001098335,0.00005198269,0.0002911706,0.00008935902,0.0002135007],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9452776,"threshold_uncertainty_score":0.999902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04176564640804277,"score_gpt":0.2680546791005819,"score_spread":0.2262890326925391,"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."}}