{"id":"W3176135243","doi":"10.1142/9789811238031_0004","title":"Electrochemiluminescence Biochemical Sensors","year":2021,"lang":"en","type":"book-chapter","venue":"WORLD SCIENTIFIC eBooks","topic":"Advanced biosensing and bioanalysis techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Electrochemiluminescence; Computer science; Chemistry; Chromatography","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"],"consensus_categories":[],"category_scores_codex":[0.0002419525,0.0004657887,0.0004080009,0.0002292319,0.0002257175,0.0001390988,0.0003631344,0.0004144621,0.00003354041],"category_scores_gemma":[0.00003032963,0.0004548399,0.0004142369,0.00007822875,0.0007234056,0.000001577419,0.0002718075,0.0003670293,0.00002510911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004725559,"about_ca_system_score_gemma":0.0001895505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.837206e-7,"about_ca_topic_score_gemma":0.0001404169,"domain_scores_codex":[0.9974295,0.00002068703,0.0003963409,0.001317353,0.0004106041,0.0004255221],"domain_scores_gemma":[0.9981108,0.00001245865,0.0002270476,0.001148689,0.0003408194,0.0001601318],"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":[0.0000164498,0.00001169121,0.000002250208,0.0000202833,0.00007750656,0.00002546676,0.00000482633,1.37159e-7,0.930533,0.001762778,0.06664976,0.0008958458],"study_design_scores_gemma":[0.00004985469,0.00001787973,3.152669e-7,0.00008025936,0.0000491156,0.00002173071,0.000002352535,0.000002460655,0.5406001,0.0003311851,0.4585297,0.0003150095],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00761508,0.001537094,0.0001635151,0.000108545,0.0004848356,0.0002748194,0.00007543962,0.0001511659,0.9895895],"genre_scores_gemma":[0.05644021,0.00001895063,0.002378808,0.0001683087,0.0004414984,0.000006104012,0.0008100318,0.00006919326,0.9396669],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3918799,"threshold_uncertainty_score":0.9997903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01169672893168103,"score_gpt":0.2450825772237949,"score_spread":0.2333858482921139,"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."}}