{"id":"W4402629070","doi":"10.1080/01442872.2024.2403506","title":"Private commercial companies sharing health-relevant consumer data with health researchers in sub-Saharan Africa: an ethical exploration","year":2024,"lang":"en","type":"article","venue":"Policy Studies","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"National Institute of Mental Health; National Institutes of Health","keywords":"Business; Data sharing; Health data; Public relations; Marketing; Economic growth; Political science; Health care; Economics; Medicine; Alternative medicine","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":[0.00503861,0.0002585534,0.0007057365,0.0005716549,0.0005514063,0.0002907789,0.0005711745,0.0001108682,0.000005892211],"category_scores_gemma":[0.001383359,0.0001988376,0.00003164648,0.00120385,0.0003762808,0.001378876,0.0009972538,0.0008431661,0.00009827624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003419341,"about_ca_system_score_gemma":0.0003783103,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07222044,"about_ca_topic_score_gemma":0.02892056,"domain_scores_codex":[0.9967917,0.0002404207,0.0007578161,0.0006527316,0.0003407692,0.001216582],"domain_scores_gemma":[0.9985774,0.000393198,0.0001971999,0.0005956035,0.0001360497,0.0001006011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001055176,0.00008927483,0.002746959,0.002109771,0.0001332883,0.00001327875,0.003855338,0.0002813413,0.000002230221,0.1400114,0.8382076,0.012444],"study_design_scores_gemma":[0.0004422916,0.0001039922,0.01091767,0.000493123,0.00001096781,0.000002880337,0.002892609,0.01728085,1.709694e-7,0.006670435,0.9609392,0.0002457638],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05536836,0.01744029,0.0001373382,0.9246354,0.0003660352,0.0007636479,0.00007315591,0.000307868,0.0009079614],"genre_scores_gemma":[0.8805877,0.01238046,0.0003141334,0.1035251,0.002616537,0.0001276692,0.000343403,0.00006486363,0.00004008404],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8252193,"threshold_uncertainty_score":0.9887991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4997928366554107,"score_gpt":0.4886252640710132,"score_spread":0.01116757258439754,"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."}}