{"id":"W4235607421","doi":"10.1080/09540121.2012.715135","title":"Complex care needs of patients with late-stage HIV disease: A retrospective study","year":2012,"lang":"en","type":"article","venue":"AIDS Care","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Casey House; McMaster University; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Retrospective cohort study; Medicine; Disease; Stage (stratigraphy); Human immunodeficiency virus (HIV); Intensive care medicine; Family medicine; Internal medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0006855917,0.0001787538,0.0002727604,0.001367092,0.0008257295,0.000685559,0.0002353433,0.0003104645,0.0007165525],"category_scores_gemma":[0.002096634,0.0002552353,0.0002507073,0.001768426,0.0003549831,0.0006382284,0.0005370537,0.0004530278,0.0001363046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001007213,"about_ca_system_score_gemma":0.001330867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02611725,"about_ca_topic_score_gemma":0.04152336,"domain_scores_codex":[0.9994522,0.0001096617,0.00009845736,0.00008745229,0.0001441403,0.0001081702],"domain_scores_gemma":[0.997954,0.0004138992,0.0008630725,0.0001290412,0.0003398382,0.0003000214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001992168,0.00002505836,0.9978794,0.0000111948,0.000006469917,0.000409479,0.0005768536,0.00001793876,0.00006451633,0.00001797801,0.00009476697,0.0008764743],"study_design_scores_gemma":[0.000004649153,0.0002057567,0.9914512,0.00002915511,0.00001203187,0.002825513,0.004487154,0.0001345799,0.00006325312,0.00001687314,0.0007602581,0.000009667294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991738,0.0001714554,0.00005844598,0.00002467596,0.00000190121,0.00003007279,0.0002538651,0.0000016601,0.0002840239],"genre_scores_gemma":[0.9991341,0.0002401539,0.0001366965,0.00003906125,0.00000511466,0.00002668811,0.0003417696,0.000001309361,0.00007513516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02611725,"threshold_uncertainty_score":0.05193043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01972157990893031,"score_gpt":0.3139020599479674,"score_spread":0.2941804800390371,"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."}}