{"id":"W2619331468","doi":"","title":"Antivirals: A drug development strategy focusing on broad spectrum antivirals","year":2006,"lang":"en","type":"article","venue":"Medicinal Chemistry Research","topic":"Hepatitis C virus research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Broad spectrum; Drug development; Chemistry; Drug; Pharmacology; Combinatorial chemistry; Biology","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003658727,0.0003754428,0.0006346702,0.0003957546,0.0004718515,0.0001277953,0.0004500807,0.0002276643,0.001616967],"category_scores_gemma":[0.0007074717,0.000322118,0.0001198755,0.001156179,0.0006888554,0.0001247755,0.0002310602,0.002068453,0.0008071761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008094287,"about_ca_system_score_gemma":0.001634303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001185909,"about_ca_topic_score_gemma":0.0000971527,"domain_scores_codex":[0.9924274,0.0002895917,0.0006881327,0.0009067603,0.003949687,0.001738438],"domain_scores_gemma":[0.9977672,0.0004338464,0.00008542512,0.0007667174,0.0004476386,0.0004991946],"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":[0.001150638,0.001365294,0.04469785,0.001461837,0.000150842,0.004488573,0.0003747045,0.00001013109,0.8261939,0.0001806095,0.04747386,0.07245171],"study_design_scores_gemma":[0.00218598,0.0003522173,0.01748773,0.0009942201,0.00001811882,0.0001013574,0.0003540227,0.0001851331,0.9201463,0.0003630544,0.05746413,0.0003476608],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7738218,0.0006456579,0.0000297233,0.003072779,0.00004228771,0.0005447454,0.000009499329,0.0001047104,0.2217288],"genre_scores_gemma":[0.966566,0.0001144097,0.000212149,0.00008678971,0.001336325,0.00007289675,0.00009941681,0.00007580364,0.03143625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1927442,"threshold_uncertainty_score":0.9999708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1047437119758832,"score_gpt":0.4112740844273927,"score_spread":0.3065303724515095,"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."}}