{"id":"W2114854085","doi":"10.2196/resprot.1930","title":"HIV Drug-Resistant Patient Information Management, Analysis, and Interpretation","year":2012,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fogarty International Center; National Institutes of Health","keywords":"Drug; Interpretation (philosophy); Human immunodeficiency virus (HIV); Medicine; Computer science; Family medicine; Pharmacology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0209445,0.0004495986,0.0003942998,0.004174062,0.001183967,0.003635483,0.001884493,0.0008371713,0.009758334],"category_scores_gemma":[0.0395202,0.0002950905,0.0003897727,0.002499157,0.001174053,0.002452229,0.002202241,0.0009141537,0.004190937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001713831,"about_ca_system_score_gemma":0.006018382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002322723,"about_ca_topic_score_gemma":0.001409803,"domain_scores_codex":[0.9822624,0.01099499,0.002258772,0.0007315013,0.003453146,0.0002992494],"domain_scores_gemma":[0.9708768,0.01350474,0.002694038,0.004171561,0.007721482,0.001031536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003659071,0.0004159994,0.0197732,0.001260257,0.00006952538,0.0003901706,0.002131743,0.001321117,0.003531067,0.01500188,0.06875543,0.8869838],"study_design_scores_gemma":[0.0002750306,0.0009632087,0.03526413,0.003285461,0.0001805796,0.002534106,0.003180145,0.01335281,0.0258924,0.04611987,0.8687622,0.0001900345],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.09406122,0.01621704,0.5063332,0.06557355,0.001908347,0.02546428,0.01807218,0.009130396,0.2632398],"genre_scores_gemma":[0.3053618,0.01360926,0.6185262,0.007653399,0.00175315,0.009205488,0.0110988,0.0004308549,0.03236098],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.0209445,"threshold_uncertainty_score":0.1107665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04532372519345074,"score_gpt":0.4300305712306293,"score_spread":0.3847068460371786,"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."}}