{"id":"W2023049557","doi":"10.3390/s101009286","title":"Optical Oxygen Sensors for Applications in Microfluidic Cell Culture","year":2010,"lang":"en","type":"review","venue":"Sensors","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":166,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Microfluidics; 3D cell culture; Nanotechnology; Cell culture; Oxygen; Oxygen sensor; Viability assay; Cell; Biochemical engineering; Materials science; Computer science; Chemistry; Engineering; Biology; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007440016,0.0009203202,0.0007632985,0.00182619,0.0003116121,0.0007094449,0.001044145,0.001355081,0.002744761],"category_scores_gemma":[0.0005667757,0.0004943836,0.0004567478,0.001435148,0.0004775228,0.00133164,0.0004399233,0.001286166,0.00344672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000842188,"about_ca_system_score_gemma":0.0005059169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008285157,"about_ca_topic_score_gemma":0.001437536,"domain_scores_codex":[0.999643,0.00003051537,0.00001846661,0.0000786371,0.0002062743,0.00002311067],"domain_scores_gemma":[0.9997929,0.00008730415,0.00002923587,0.00001018355,0.00006744252,0.00001304432],"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":[0.00006239127,0.0001279903,0.000260374,0.006025304,0.00004063984,0.000330942,0.0001142735,0.0008484343,0.1539084,0.01298703,0.01795872,0.8073355],"study_design_scores_gemma":[0.0000141323,0.000144898,0.0004901406,0.0005178837,0.00003500708,0.001368105,0.00003761199,0.0006256726,0.06417023,0.001924775,0.9306369,0.00003465346],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002478625,0.9596769,0.01764221,0.0006302768,0.001035903,0.00008853325,0.00008244938,0.0001549256,0.01821003],"genre_scores_gemma":[0.01231149,0.9426988,0.02268163,0.0007365897,0.0004348161,0.0001497244,0.000147896,0.00002822645,0.02081082],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002744761,"threshold_uncertainty_score":0.009182155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0212947995795603,"score_gpt":0.2881809346385302,"score_spread":0.2668861350589699,"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."}}