{"id":"W4409582160","doi":"10.1002/9783527845088.ch00","title":"Introduction","year":2025,"lang":"en","type":"other","venue":"","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Arbutus Biopharma (Canada)","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007685876,0.0008910338,0.0005257597,0.001046809,0.001385954,0.004302445,0.001429796,0.001921516,0.4023073],"category_scores_gemma":[0.002090511,0.0002357192,0.0005527036,0.001094772,0.000892952,0.002474963,0.002748139,0.001743266,0.2665058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001337246,"about_ca_system_score_gemma":0.002166406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002033954,"about_ca_topic_score_gemma":0.002796965,"domain_scores_codex":[0.9991682,0.0001087578,0.00003671995,0.0001650756,0.0004111704,0.0001102108],"domain_scores_gemma":[0.9992586,0.0001086749,0.00005366753,0.00009124045,0.0002981124,0.0001895534],"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":[0.00009565622,0.00007684419,0.0005880237,0.0006910248,0.0000106658,0.000388865,0.0003703187,0.0001661924,0.001536152,0.04443399,0.5524018,0.3992404],"study_design_scores_gemma":[0.000002236238,0.00000967557,0.0001036255,0.0001006373,0.00000168877,0.0001857444,0.00005134819,0.00001462243,0.0001581031,0.001783598,0.9975861,0.000002677445],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001672336,0.01214811,0.007219797,0.006450851,0.005142192,0.0002048578,0.00329473,0.001510205,0.962357],"genre_scores_gemma":[0.009193067,0.01243889,0.006191107,0.005030431,0.001269889,0.0001751474,0.003395227,0.0005468696,0.9617594],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5976927,"threshold_uncertainty_score":0.8525361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006505312892562205,"score_gpt":0.2532658436196789,"score_spread":0.2467605307271167,"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."}}