{"id":"W1983096343","doi":"10.1186/1472-6963-12-140","title":"Involving expert patients in antiretroviral treatment provision in a tertiary referral hospital HIV clinic in Malawi","year":2012,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Public Health Ontario; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Referral; Context (archaeology); Health administration; Family medicine; Observational study; Health care; Nursing; Community health; Nursing research; Public health","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":[],"consensus_categories":[],"category_scores_codex":[0.002855382,0.0002150343,0.0004963877,0.001533338,0.0001244418,0.0000549973,0.0002761188,0.0001759399,0.0002778069],"category_scores_gemma":[0.0001661102,0.0001763045,0.000120238,0.0009809087,0.00008108388,0.0007683688,0.0002648108,0.0008784728,0.0003604841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001874369,"about_ca_system_score_gemma":0.0007279755,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01728447,"about_ca_topic_score_gemma":0.0158336,"domain_scores_codex":[0.9942762,0.001273493,0.001001047,0.0005088462,0.001033032,0.001907409],"domain_scores_gemma":[0.9983123,0.0002423099,0.00008937695,0.0004899651,0.0001605153,0.000705532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006494923,0.004358742,0.9704934,0.001139462,0.000006691145,0.00002873429,0.007921501,3.407965e-7,0.00006480949,0.000005306583,0.0002842025,0.01504736],"study_design_scores_gemma":[0.004815646,0.008159474,0.9745765,0.002453443,0.00000116993,0.000001497375,0.006300814,0.002591972,0.00007872768,0.00001082326,0.0008794693,0.0001304296],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924122,0.003447239,0.000002161096,0.0006825054,0.00007241897,0.002489332,0.00001663521,0.00002535684,0.0008521324],"genre_scores_gemma":[0.9950062,0.001835668,0.0003456403,0.0001975582,0.0001683398,0.0004559283,0.0002100385,0.00003887659,0.001741773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01491693,"threshold_uncertainty_score":0.9892595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07681246935233453,"score_gpt":0.4639218873120744,"score_spread":0.3871094179597399,"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."}}