{"id":"W2129712419","doi":"10.3390/s100403771","title":"Optoelectronic Capillary Sensors in Microfluidic and Point-of-Care Instrumentation","year":2010,"lang":"en","type":"review","venue":"Sensors","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais","funders":"Natural Sciences and Engineering Research Council of Canada; European Commission","keywords":"Instrumentation (computer programming); Optical fiber; Capillary action; Microfluidics; Point (geometry); Computer science; Point of care; Nanotechnology; Optoelectronics; Engineering; Materials science; Telecommunications","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001112182,0.0005006974,0.001429387,0.0002045905,0.00003393574,0.00001689896,0.0001916889,0.0007825662,0.00009048577],"category_scores_gemma":[0.0001699527,0.0004648588,0.0003329132,0.0003585858,0.0001413163,0.00005084531,0.00007033057,0.001230246,0.0000407062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001727124,"about_ca_system_score_gemma":0.00009445532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002452213,"about_ca_topic_score_gemma":0.000005385292,"domain_scores_codex":[0.9979531,0.00006798234,0.0007937948,0.0005157166,0.0002071407,0.0004622835],"domain_scores_gemma":[0.9989774,0.0002416208,0.0002180034,0.0003626258,0.00004867306,0.0001516311],"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":[0.00005633834,0.0001082134,0.00006047342,0.07197487,0.0003908026,0.0001742469,0.001193996,0.00009304172,0.01224837,0.0009113806,0.0001396582,0.9126486],"study_design_scores_gemma":[0.0007022024,0.00008079717,0.000004034425,0.008051138,0.000786645,0.0002221941,0.0005596871,0.0006070668,0.02551197,0.00004901514,0.9621592,0.001266116],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06120769,0.9370363,0.000002567976,0.00001392145,0.00007694511,0.0002925872,0.00003299243,0.00005388196,0.00128307],"genre_scores_gemma":[0.003795171,0.9952147,0.0001432269,0.000007883287,0.0001067176,0.00001029565,0.0001777201,0.00008110231,0.000463165],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9620195,"threshold_uncertainty_score":0.9997803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0124955549446838,"score_gpt":0.2735023509255037,"score_spread":0.2610067959808199,"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."}}