{"id":"W2010326333","doi":"10.1039/c1lc20844f","title":"A digital microfluidic platform for primary cell culture and analysis","year":2011,"lang":"en","type":"article","venue":"Lab on a Chip","topic":"Electrowetting and Microfluidic Technologies","field":"Engineering","cited_by":107,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of New Brunswick","funders":"Canadian Institutes of Health Research; Health Canada; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Primary cell; Cell culture; Microfluidics; Cell; Primary culture; Immortalised cell line; Chemistry; Nanotechnology; Materials science; Biomedical engineering; Cell biology; Biology; Engineering; Biochemistry","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":[0.00003903396,0.0001316139,0.0001642528,0.0001244521,0.0000431061,0.00003172685,0.0001057796,0.0001099553,0.000005771294],"category_scores_gemma":[0.00001127622,0.0001107612,0.00007719095,0.0002127996,0.00002786949,0.000072672,0.0000215031,0.0001232552,0.000009501831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000267991,"about_ca_system_score_gemma":0.000005465443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002411395,"about_ca_topic_score_gemma":8.322742e-7,"domain_scores_codex":[0.9994761,0.000001591422,0.0001056336,0.0001542396,0.00004382382,0.0002185932],"domain_scores_gemma":[0.9997509,0.00001969116,0.0000175085,0.0001665867,0.00001196628,0.00003340246],"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":[0.0001001101,0.0001417321,0.006210884,0.0003782648,0.0008489714,0.00001385717,0.002662295,0.000002683693,0.8151836,0.001733335,0.03579579,0.1369285],"study_design_scores_gemma":[0.0005438493,0.0002397285,0.003186075,0.00002122404,0.0001993874,0.000007338773,0.0001579641,0.00003683234,0.9422692,0.000853412,0.0521623,0.0003227025],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9549319,0.01047893,0.002524023,0.00001822622,0.00005203099,0.000168798,0.00007356566,0.0009294157,0.03082311],"genre_scores_gemma":[0.9964273,0.0008162331,0.001150807,0.00008438348,0.000020431,0.00002263461,0.00004673615,0.00002442487,0.001407025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1366058,"threshold_uncertainty_score":0.4516711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009254290413256445,"score_gpt":0.1841120826491563,"score_spread":0.1748577922358998,"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."}}