{"id":"W4282569048","doi":"10.1146/annurev-anchem-061020-111458","title":"Oxygen Measurement in Microdevices","year":2022,"lang":"en","type":"review","venue":"Annual Review of Analytical Chemistry","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Mitacs","keywords":"Oxygen sensor; Microscale chemistry; Bioprocess; Nanotechnology; Computer science; Oxygen; Process engineering; Biochemical engineering; Materials science; Chemistry; Engineering; Chemical engineering","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001126764,0.0007473605,0.003864008,0.00006927675,0.00003677382,0.00001078403,0.001048062,0.0004330287,0.007645037],"category_scores_gemma":[0.002376457,0.0006448518,0.001623493,0.001019428,0.0001386718,0.00006451234,0.0003686481,0.001533139,0.00007159198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005876062,"about_ca_system_score_gemma":0.000353651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001432882,"about_ca_topic_score_gemma":5.027459e-7,"domain_scores_codex":[0.9950532,0.0001012712,0.002206246,0.0008283361,0.001196878,0.0006140987],"domain_scores_gemma":[0.9977106,0.0004180715,0.0005260664,0.000865633,0.0001664137,0.0003131868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007437322,0.000267179,6.944643e-7,0.8623743,0.0004537234,0.0001071162,0.00001577946,0.000004542337,0.00003589945,0.0001129041,0.003559242,0.1330612],"study_design_scores_gemma":[0.0001002202,0.00001057494,7.764386e-8,0.09867673,0.001242423,0.00003222822,0.00003214159,0.0000815813,0.00008940623,0.000008120302,0.8991809,0.0005455295],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001247058,0.9568496,0.000008516317,0.0000606147,0.00002734971,0.0002794569,0.0001867022,0.00004398522,0.04254248],"genre_scores_gemma":[0.000009287975,0.9968098,0.00003745649,0.0001228246,0.000147622,0.00007353743,0.0002645991,0.00007478197,0.002460119],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8956217,"threshold_uncertainty_score":0.9996003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05148112497249328,"score_gpt":0.322054543927261,"score_spread":0.2705734189547677,"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."}}