{"id":"W2109287770","doi":"10.1039/c2lc40898h","title":"Microfluidic probes for use in life sciences and medicine","year":2012,"lang":"en","type":"review","venue":"Lab on a Chip","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University and Génome Québec Innovation Centre","funders":"McGill University","keywords":"Microfluidics; Nanotechnology; Biochemical engineering; Engineering; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009666631,0.001755547,0.001318038,0.002637061,0.0005909993,0.001327585,0.001340252,0.002482854,0.006489573],"category_scores_gemma":[0.0009739872,0.0005671851,0.0005706474,0.002257542,0.001547014,0.002815478,0.00143163,0.002964931,0.006377032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009447878,"about_ca_system_score_gemma":0.001152495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005472557,"about_ca_topic_score_gemma":0.0006829857,"domain_scores_codex":[0.9993242,0.00007758651,0.00005908485,0.0001258567,0.0003507066,0.00006261846],"domain_scores_gemma":[0.999579,0.0001750363,0.00005662683,0.00003277735,0.0001147033,0.00004179751],"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":[0.00005200484,0.00009870064,0.0001864727,0.006141021,0.00003867222,0.0003690388,0.0001408982,0.0003470094,0.03372003,0.02425225,0.0385357,0.8961183],"study_design_scores_gemma":[0.000007457043,0.00003634607,0.0002072143,0.0005951906,0.00001414026,0.000957675,0.00002503276,0.00007718843,0.005237907,0.003082637,0.989742,0.00001723329],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003941183,0.982632,0.004646503,0.0007196384,0.001048918,0.00004086729,0.00005805661,0.00009657816,0.01036329],"genre_scores_gemma":[0.00502765,0.9730962,0.007939149,0.0009863832,0.0006560513,0.0001468089,0.0001355756,0.00002186708,0.01199027],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006489573,"threshold_uncertainty_score":0.0217098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1122402585269996,"score_gpt":0.3095697239559476,"score_spread":0.197329465428948,"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."}}