{"id":"W4306179911","doi":"10.1016/j.talanta.2022.124009","title":"The critical experimental aspects for developing pathogen electrochemical biosensors: A lesson during the COVID-19 pandemic","year":2022,"lang":"en","type":"article","venue":"Talanta","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Chemistry; Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus Infections; Sars virus; Virology; Nanotechnology; Outbreak; Infectious disease (medical specialty)","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":[0.04229319,0.002076603,0.002642882,0.001269401,0.002354113,0.00673178,0.004526689,0.01109558,0.005528421],"category_scores_gemma":[0.03168123,0.001225822,0.001837219,0.0006598466,0.01335935,0.01454699,0.004600218,0.02313118,0.002735902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004483266,"about_ca_system_score_gemma":0.006233666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003482243,"about_ca_topic_score_gemma":0.004822597,"domain_scores_codex":[0.9869881,0.006118461,0.0006728846,0.001158405,0.003988701,0.001073507],"domain_scores_gemma":[0.9680589,0.01723746,0.001048336,0.002796413,0.008621398,0.002237499],"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":[0.001965613,0.002021073,0.005033928,0.008604471,0.0004911873,0.002336869,0.004601098,0.005603956,0.1368484,0.1916457,0.1928169,0.448031],"study_design_scores_gemma":[0.0004648618,0.003341357,0.003402999,0.003402821,0.0002394737,0.003739841,0.007795349,0.004609085,0.06471924,0.2390117,0.6687021,0.0005711524],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01849465,0.3304415,0.1257704,0.4817801,0.02352124,0.0005639391,0.0004369194,0.0008061124,0.01818514],"genre_scores_gemma":[0.2296042,0.2953797,0.3055579,0.1264259,0.02093285,0.001385879,0.000506944,0.0007620407,0.01944447],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04229319,"threshold_uncertainty_score":0.2236704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0724829870981155,"score_gpt":0.363370011512033,"score_spread":0.2908870244139175,"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."}}