{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0001519932,0.0007212609,0.001677488,0.0001339946,0.00008413068,0.00003794447,0.0004927281,0.001595418,0.00008975781],"category_scores_gemma":[0.0002475942,0.0005993483,0.0009333423,0.0004626246,0.0001278431,0.00003092156,0.0000754695,0.001694124,0.0002082162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001503506,"about_ca_system_score_gemma":0.00008270349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004210089,"about_ca_topic_score_gemma":0.000001511675,"domain_scores_codex":[0.9973172,0.0000331569,0.0008891296,0.000820918,0.0002222699,0.000717316],"domain_scores_gemma":[0.9981683,0.0005673543,0.0001730107,0.0006776721,0.00008021146,0.0003334121],"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":[0.0001608399,0.002893051,0.0000171277,0.316929,0.001585696,0.0004148814,0.00149599,0.001285834,0.07162528,0.02290418,0.02899749,0.5516906],"study_design_scores_gemma":[0.000221361,0.00001069091,1.24344e-7,0.0008794995,0.0004611152,0.00002283203,0.00005700838,0.0004509595,0.004081792,0.00004707332,0.9930847,0.0006828617],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002330723,0.9892761,0.0003709633,0.00002628301,0.00009577522,0.001246675,0.0003203318,0.0001771146,0.008253672],"genre_scores_gemma":[0.00004763535,0.9816203,0.001538068,0.00002035143,0.0006268601,0.0002592482,0.0006572712,0.0001660382,0.01506422],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9640872,"threshold_uncertainty_score":0.9997007,"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."}}