{"id":"W4412762523","doi":"10.3390/blsf2025048001","title":"Challenges and Opportunities of Genomic Surveillance SARS-CoV-2 in Mexico Meeting","year":2025,"lang":"en","type":"article","venue":"","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Universidad Autónoma del Estado de México","keywords":"Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus disease 2019 (COVID-19); Computer science; Pandemic; Data science; Medicine; 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":[0.009680849,0.0005752161,0.0004345172,0.0005790007,0.001534218,0.003485161,0.0007149543,0.002118696,0.006803612],"category_scores_gemma":[0.006990156,0.0002192956,0.0005288495,0.0003605088,0.0005561363,0.002006868,0.003466439,0.002729127,0.001193683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002199153,"about_ca_system_score_gemma":0.005530885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004645218,"about_ca_topic_score_gemma":0.008014089,"domain_scores_codex":[0.9975745,0.001071853,0.0001005944,0.0002774782,0.0005411248,0.000434486],"domain_scores_gemma":[0.9958597,0.00102048,0.0003239429,0.0001272514,0.001081846,0.001586791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009522311,0.0002214046,0.02831337,0.001778398,0.0001963078,0.002027719,0.01064944,0.0007120051,0.01490294,0.00722443,0.5183429,0.4146789],"study_design_scores_gemma":[0.0000532906,0.0003625109,0.01617644,0.001027697,0.0000882664,0.0005136589,0.01339589,0.0004662591,0.003028642,0.0026306,0.9621959,0.00006082908],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1266897,0.05807915,0.008903336,0.7461405,0.02070642,0.000501285,0.002850667,0.0003876915,0.03574134],"genre_scores_gemma":[0.6852212,0.08836179,0.05440459,0.08422958,0.02375462,0.001597572,0.007479934,0.0002932599,0.05465748],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009680849,"threshold_uncertainty_score":0.05119783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1335930660661795,"score_gpt":0.3696226955765918,"score_spread":0.2360296295104123,"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."}}