{"id":"W3134979195","doi":"10.1117/12.2596054","title":"OZ Optics Ltd.: Universal Optical DNA Detection System for Pathogen Including COVID-19","year":2021,"lang":"en","type":"article","venue":"SPIE Exhibition Product Demonstrations","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"OZ Optics (Canada)","funders":"","keywords":"Software; DNA sequencing; Computer science; Coronavirus disease 2019 (COVID-19); DNA; Computational biology; Nanotechnology; Biology; Infectious disease (medical specialty); Genetics; Materials science; Medicine; Programming language","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":[],"consensus_categories":[],"category_scores_codex":[0.0002385784,0.0001866031,0.0001913706,0.0001339909,0.0004651076,0.0001116366,0.000061404,0.0001494596,0.00003067197],"category_scores_gemma":[0.0003707495,0.0002124886,0.0001381436,0.0004891237,0.000069498,0.000249004,0.00002233374,0.0002035726,0.00002981621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003831487,"about_ca_system_score_gemma":0.0001372122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003887841,"about_ca_topic_score_gemma":0.00008402425,"domain_scores_codex":[0.998736,0.0000286521,0.000371852,0.000387209,0.0001852787,0.0002910317],"domain_scores_gemma":[0.9991636,0.00008373825,0.00004865121,0.000255379,0.0002173456,0.0002313444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001445223,0.0000549824,0.00001803679,0.0003274111,0.00006299264,0.00002929192,0.00005147503,0.01157644,0.9566026,0.0266092,0.0004028459,0.00425027],"study_design_scores_gemma":[0.0007375232,0.0001017677,0.0001882331,0.00007546836,0.0002191734,0.0003321735,0.001063274,0.09709471,0.8924397,0.001901779,0.005340867,0.0005053688],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1756743,0.0001849791,0.8143196,0.00175375,0.001368769,0.0007013137,0.0002176451,0.001222516,0.004557228],"genre_scores_gemma":[0.989322,0.00003027224,0.009572932,0.00005659572,0.000609563,0.00005420978,0.0001561693,0.00003573464,0.000162505],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8136477,"threshold_uncertainty_score":0.8665034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0269710401464375,"score_gpt":0.2520195449902284,"score_spread":0.2250485048437909,"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."}}