{"id":"W92600129","doi":"","title":"Putting international research ethics guidelines to work for the benefit of developing countries.","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Work (physics); Engineering ethics; Developing country; Research ethics; Political science; Business; Economic growth; Engineering; Economics","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03111489,0.00007759629,0.0001821646,0.0001675581,0.0002250012,0.00005301652,0.00057257,0.000284803,0.00001450445],"category_scores_gemma":[0.2208289,0.00005392134,0.00007658426,0.000569281,0.0002949549,0.00004100683,0.0003694249,0.001772362,0.00001346763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003371028,"about_ca_system_score_gemma":0.0009960008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001326434,"about_ca_topic_score_gemma":0.0002556855,"domain_scores_codex":[0.9964027,0.00004706528,0.0006149217,0.0002843881,0.002133241,0.0005177175],"domain_scores_gemma":[0.9556083,0.03511883,0.00009234366,0.0004814686,0.008502038,0.0001970247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001358255,0.0001397269,0.0256929,0.000847803,0.0004176932,0.00001476532,0.002797093,0.001162035,0.00003626899,0.5999813,0.007042539,0.3605096],"study_design_scores_gemma":[0.002937412,0.0001487596,0.2385094,0.001637509,0.00004613843,0.000009521608,0.0006906863,0.00007088945,0.005962537,0.3870279,0.362744,0.0002151691],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03397928,0.0004806899,0.0183257,0.941089,0.0007732003,0.002744066,0.00001571711,0.00003738105,0.002555008],"genre_scores_gemma":[0.8494235,0.002384629,0.1173709,0.01836359,0.001992858,0.003915815,0.00001381487,0.00006171412,0.006473267],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9227254,"threshold_uncertainty_score":0.9976711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8455095636258715,"score_gpt":0.648961066789613,"score_spread":0.1965484968362585,"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."}}