{"id":"W2212253954","doi":"10.2989/16085906.2015.1084342","title":"Making meaning in the time of AIDS: longitudinal narratives from the Malawi Journals Project","year":2015,"lang":"en","type":"article","venue":"African Journal of AIDS Research","topic":"Adolescent Sexual and Reproductive Health","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institutes of Health; Social Sciences and Humanities Research Council of Canada; Rockefeller Foundation","keywords":"Deliberation; Argument (complex analysis); Sociology; Observational study; Mandate; Meaning (existential); Public relations; Political science; Economic growth; Social science; Law; Medicine; Psychology; Politics; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02991449,0.0001581779,0.0005256497,0.0005045055,0.000802025,0.00003936948,0.001104915,0.0001070685,0.0002072067],"category_scores_gemma":[0.003920431,0.00007279615,0.0001101016,0.001617831,0.0004900195,0.0003176271,0.0002709558,0.003703738,0.00004605327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002869524,"about_ca_system_score_gemma":0.002129221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003126719,"about_ca_topic_score_gemma":0.00005441268,"domain_scores_codex":[0.9854192,0.010278,0.001208116,0.0002524268,0.002081998,0.0007602386],"domain_scores_gemma":[0.9934994,0.002949484,0.000907122,0.0004401453,0.00203879,0.0001650403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001625053,0.0005099308,0.5528263,0.00009390557,0.000168909,0.0001349565,0.4122209,0.00003672156,0.00161049,0.001556426,0.02536522,0.003851119],"study_design_scores_gemma":[0.001724366,0.002990005,0.1613735,0.002208547,0.00002404,0.00007889804,0.8091055,0.00002777438,0.00007833317,0.01112038,0.01110984,0.0001587702],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748862,0.003072487,0.0001777269,0.01287287,0.0003152858,0.0008872809,0.00001450095,0.000006333562,0.007767354],"genre_scores_gemma":[0.9964163,0.0001090693,0.001055632,0.0001917674,0.001604851,0.00001389198,9.907201e-7,0.00002213765,0.0005853259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3968846,"threshold_uncertainty_score":0.9989071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.62259886902087,"score_gpt":0.5901503927452656,"score_spread":0.03244847627560443,"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."}}