{"id":"W3039376085","doi":"10.1093/reseval/rvaa006","title":"DARE to be different? A novel approach for analysing diversity in collaborative research projects","year":2020,"lang":"en","type":"article","venue":"Research Evaluation","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"Medical Research Council","keywords":"Operationalization; Diversity (politics); Group cohesiveness; Narrative; Knowledge management; Sociology; Management science; Computer science; Data science; Psychology; Engineering; Epistemology; Social psychology","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":[0.06984819,0.0009880908,0.001323132,0.01760537,0.007355812,0.0179402,0.002575657,0.002572626,0.003683759],"category_scores_gemma":[0.1275821,0.0009335451,0.001406212,0.01101391,0.01679998,0.01985002,0.02001949,0.003233141,0.0003647592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008149312,"about_ca_system_score_gemma":0.007047643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003262975,"about_ca_topic_score_gemma":0.004620588,"domain_scores_codex":[0.8730942,0.1064418,0.004308692,0.00472594,0.009138392,0.002290941],"domain_scores_gemma":[0.8406724,0.1246194,0.0107474,0.01038204,0.01078213,0.002796718],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003303064,0.0002445427,0.02398705,0.001507315,0.0002206967,0.00074802,0.4708081,0.001731562,0.002496426,0.3060064,0.002073816,0.1898457],"study_design_scores_gemma":[0.0001404106,0.0004168045,0.01872095,0.002001386,0.0001856276,0.001165152,0.4854506,0.01848467,0.003499245,0.3882056,0.08143981,0.000289738],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2459862,0.001650084,0.6848633,0.01035451,0.0003484936,0.002682349,0.0004981853,0.0003591357,0.05325778],"genre_scores_gemma":[0.7041768,0.0003131273,0.290429,0.0003830037,0.00005603632,0.002586488,0.0001464359,0.00006412849,0.001844902],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9301518,"threshold_uncertainty_score":0.369397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8454706926792013,"score_gpt":0.6348000941306084,"score_spread":0.2106705985485928,"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."}}