{"id":"W4239069785","doi":"10.1017/cbo9780511543586.001","title":"Preface","year":2005,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre; Canadian Mental Health Association","funders":"","keywords":"Human immunodeficiency virus (HIV); Medicine; Resistance (ecology); Gerontology; Psychiatry; Family medicine; Psychology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008064774,0.0007377656,0.0005235728,0.001740152,0.00213089,0.003636954,0.001097121,0.001209526,0.4167095],"category_scores_gemma":[0.004585239,0.0002870607,0.0003366027,0.001438984,0.0007206001,0.002834413,0.001466606,0.003006076,0.2470726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002134274,"about_ca_system_score_gemma":0.001576941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004052198,"about_ca_topic_score_gemma":0.005212955,"domain_scores_codex":[0.9994541,0.0000817804,0.00002964945,0.00008348138,0.0003087485,0.00004228621],"domain_scores_gemma":[0.9982248,0.0003597341,0.00005633636,0.0001533189,0.0009710737,0.0002348117],"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":[0.00001076831,0.000009271503,0.00002815369,0.00006307238,5.719712e-7,0.00003159259,0.0001073523,0.00003396852,0.00006251981,0.01055526,0.9551034,0.03399413],"study_design_scores_gemma":[8.342261e-7,0.000003108584,0.00004722597,0.00005255029,2.72316e-7,0.00002949751,0.00003023973,0.000008201057,0.00001845745,0.001195891,0.9986124,0.000001345869],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000512142,0.008408375,0.003193785,0.01477044,0.04435418,0.000218431,0.003936483,0.000791012,0.9238151],"genre_scores_gemma":[0.001917753,0.003037776,0.001326261,0.00201314,0.003690444,0.00007835389,0.002245087,0.000341581,0.9853497],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5832905,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03182962342868367,"score_gpt":0.2588627974419401,"score_spread":0.2270331740132565,"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."}}