{"id":"W4393259773","doi":"10.1142/s0218339024500141","title":"IMPULSIVE DIFFERENTIAL EQUATION MODEL IN HIV-1 INHIBITION: ADVANCES IN DUAL INHIBITORS OF HIV-1 RT AND IN FOR THE PREVENTION OF HIV-1 REPLICATION","year":2024,"lang":"en","type":"article","venue":"Journal of Biological Systems","topic":"Hepatitis C virus research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Human immunodeficiency virus (HIV); Replication (statistics); Virology; Dual (grammatical number); Biology; Differential (mechanical device); Medicine; Physics; Philosophy","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":[0.001485149,0.00009214359,0.000415087,0.0003279622,0.00001536865,0.00001521859,0.00005073758,0.0001439244,0.00000667899],"category_scores_gemma":[0.0005985254,0.00005391819,0.00009534689,0.0003035289,0.00009020521,0.0001813138,0.00003294111,0.0002694193,0.000001190204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001567164,"about_ca_system_score_gemma":0.00009544879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000277941,"about_ca_topic_score_gemma":0.00003928309,"domain_scores_codex":[0.9980758,0.0002172874,0.001085303,0.0001838837,0.0002932615,0.0001444376],"domain_scores_gemma":[0.9989172,0.0004206243,0.0003419677,0.0001143333,0.0001609204,0.00004491472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005680777,0.001456183,0.4668528,0.003847393,0.0001664058,0.0001365573,0.002655758,0.01490204,0.4330762,0.004750007,0.0008263344,0.06564958],"study_design_scores_gemma":[0.008425091,0.004050128,0.1935451,0.01083049,0.0001015047,0.0002224415,0.002090584,0.7577609,0.01679711,0.004827193,0.001029367,0.0003200996],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807692,0.004072627,0.01332076,0.0007317279,0.0001211034,0.0008868413,0.0000469205,0.000004142551,0.00004668668],"genre_scores_gemma":[0.9980643,0.001448435,0.0001531073,0.000005513513,0.0001838105,0.00006026211,0.00003800684,0.000006588256,0.00003994942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7428588,"threshold_uncertainty_score":0.219872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06777609414475334,"score_gpt":0.3605431634545605,"score_spread":0.2927670693098072,"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."}}