{"id":"W3197135356","doi":"10.1051/e3sconf/202129203092","title":"COVID-19: pathogenic mechanism, detection, and treatment","year":2021,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hydroxychloroquine; Coronavirus disease 2019 (COVID-19); Chloroquine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Lopinavir; Mechanism (biology); Pneumonia; Coronavirus; Medicine; 2019-20 coronavirus outbreak; Virology; Adverse effect; Betacoronavirus; Intensive care medicine; Outbreak; Immunology; Pharmacology; Internal medicine; Disease","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0002818216,0.0001201447,0.0003912178,0.00007725543,0.0000928599,0.00001618129,0.00005387419,0.00006708271,0.0008874141],"category_scores_gemma":[0.01539511,0.00008797045,0.00009948575,0.0001766314,0.0002083792,0.00002873688,0.00008775316,0.00009359999,0.00001015768],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009327985,"about_ca_system_score_gemma":0.006332523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002531099,"about_ca_topic_score_gemma":0.0006148,"domain_scores_codex":[0.9988438,0.00009827518,0.0002701413,0.0003029906,0.000307546,0.0001772652],"domain_scores_gemma":[0.9970509,0.001971332,0.00007145928,0.0002331336,0.000264503,0.0004086324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001572459,0.002042001,0.1755088,0.00250061,0.002464787,0.001213648,0.002077526,0.00001616118,0.383686,0.0836362,0.0006133445,0.3446684],"study_design_scores_gemma":[0.01410006,0.00955211,0.1302575,0.0003833619,0.0009998664,0.00007030361,0.003736817,0.003007962,0.237852,0.04499092,0.554298,0.0007510358],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9558797,0.002515959,0.00334084,0.02881622,0.0002842235,0.0007890603,0.00007035687,0.0001374583,0.008166182],"genre_scores_gemma":[0.9938511,0.003754907,0.0001837802,0.0009440833,0.00006714946,0.00003745394,0.000005187825,0.000006010892,0.001150375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5536847,"threshold_uncertainty_score":0.9993007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08288475691454664,"score_gpt":0.4083286163778095,"score_spread":0.3254438594632629,"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."}}