{"id":"W4412583970","doi":"10.1007/978-3-031-94435-2_12","title":"Socially Accountable Research: An Emerging Framework","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences North; NOSM University; Centre for Excellence in Mining Innovation","funders":"","keywords":"Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04299606,0.0008818955,0.001320866,0.003077715,0.005010636,0.02101254,0.003660847,0.01122317,0.01170829],"category_scores_gemma":[0.04006301,0.0005919461,0.0006106916,0.005743199,0.06291388,0.01812833,0.008400385,0.0108516,0.001650763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01101474,"about_ca_system_score_gemma":0.02673791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00460468,"about_ca_topic_score_gemma":0.008826239,"domain_scores_codex":[0.9699251,0.02210961,0.0007161913,0.001652605,0.004274278,0.001322228],"domain_scores_gemma":[0.9011198,0.08817715,0.001627143,0.004043827,0.003184777,0.001847417],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[9.820656e-7,0.000003108474,0.0000169328,0.00003634052,0.00000129292,0.000008591913,0.0004280864,0.00003592906,0.000009639441,0.9881601,0.006923487,0.004375497],"study_design_scores_gemma":[0.000002362629,0.000004153731,0.00005037395,0.0002440405,0.000001980475,0.00002363649,0.0006571904,0.0001135527,0.00002382408,0.8934369,0.105437,0.00000490808],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001638822,0.06416366,0.04013669,0.3263269,0.007505495,0.00009180883,0.0001081164,0.000135846,0.5598926],"genre_scores_gemma":[0.3324857,0.1164811,0.06096197,0.1816508,0.02537118,0.001587511,0.0002884407,0.0006627695,0.2805106],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.957004,"threshold_uncertainty_score":0.2273876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2887071155524669,"score_gpt":0.5784581565029598,"score_spread":0.2897510409504929,"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."}}