{"id":"W4412240384","doi":"","title":"Examination role of big data for managing depression among people living with HIV in Ontario:Student showcase oral presentation","year":2014,"lang":"en","type":"article","venue":"University of Southern Denmark Research Portal (University of Southern Denmark)","topic":"Diabetes Management and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Depression (economics); Human immunodeficiency virus (HIV); Psychology; Data presentation; Medical education; Gerontology; Medicine; Family medicine; Sociology; Data collection; Social science; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003232853,0.0002299347,0.0001299245,0.0002297048,0.002932805,0.002215771,0.000719569,0.001738291,0.01348746],"category_scores_gemma":[0.005793253,0.0001956667,0.0002968626,0.0004360259,0.0007332622,0.0009572533,0.002393599,0.001606018,0.0008541136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007222555,"about_ca_system_score_gemma":0.02971504,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5357926,"about_ca_topic_score_gemma":0.8637055,"domain_scores_codex":[0.9993402,0.0001341905,0.00002191425,0.00003302364,0.0002152802,0.0002553506],"domain_scores_gemma":[0.993349,0.0006530947,0.0001818471,0.0001156826,0.001015177,0.004685113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002379863,0.0002564443,0.05847528,0.0004175726,0.00003033662,0.001322279,0.009362714,0.0001205528,0.0006518002,0.001008595,0.8159907,0.1121258],"study_design_scores_gemma":[0.000256819,0.000776712,0.2076703,0.001528075,0.00008539104,0.0009096215,0.05603671,0.0005733143,0.000618284,0.001815935,0.7296365,0.00009229081],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1581742,0.008022305,0.0006113847,0.7455257,0.007303323,0.0005958562,0.002092581,0.0001399107,0.07753474],"genre_scores_gemma":[0.6936802,0.02508589,0.003009224,0.1011346,0.009865296,0.0004678255,0.001586927,0.0001800127,0.1649899],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4642074,"threshold_uncertainty_score":0.9338824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03694271375044026,"score_gpt":0.2639046599421196,"score_spread":0.2269619461916794,"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."}}