{"id":"W1885198778","doi":"","title":"A framework for cell phone based diagnosis and management of priority tropical diseases","year":2011,"lang":"en","type":"article","venue":"2011 IST-Africa Conference Proceedings","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Mount Royal University","funders":"","keywords":"Typhoid fever; Neglected tropical diseases; Risk analysis (engineering); Analytic hierarchy process; Malaria; Global health; Business; Integrated Management of Childhood Illness; Computer science; Medicine; Health care; Operations research; Public health; Primary health care; Engineering; Economics; Economic growth","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":[0.0001373659,0.000233358,0.000378952,0.0001288084,0.0001095844,0.0001392302,0.0006810741,0.0001153278,0.0001096955],"category_scores_gemma":[0.00007264873,0.0002229506,0.0001093099,0.0002314849,0.0001284692,0.0005168588,0.000277456,0.0001290312,0.0000300691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003392008,"about_ca_system_score_gemma":0.00007176711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003202068,"about_ca_topic_score_gemma":0.000002732629,"domain_scores_codex":[0.9983402,0.0000199799,0.0003575525,0.0006200515,0.0003093787,0.0003527697],"domain_scores_gemma":[0.9985548,0.0002112537,0.0002903632,0.0002718446,0.0004602478,0.0002114422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004877093,0.003820759,0.2781885,0.005593895,0.0002901377,0.00002357715,0.01743452,8.054809e-8,0.001134033,0.5373859,0.007045518,0.1485954],"study_design_scores_gemma":[0.007106812,0.002938133,0.627324,0.002731704,0.0007163347,0.00002104171,0.003245211,0.02516718,0.04966355,0.2569962,0.02095572,0.003134118],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08611496,0.0003382286,0.9059627,0.0005866439,0.0002629415,0.001441078,0.00005919411,0.000251798,0.004982451],"genre_scores_gemma":[0.8800923,0.00008027174,0.1190287,0.00005146035,0.00003080259,0.0005968632,0.000001212378,0.00001306204,0.0001053303],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7939773,"threshold_uncertainty_score":0.909166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07779510510720213,"score_gpt":0.2630671253175079,"score_spread":0.1852720202103058,"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."}}