{"id":"W2073551503","doi":"10.1057/hep.2014.5","title":"Reconciling Tensions between Excellence, Access and Equity in Multilateral R&amp;D Partnerships: A Canadian Collaborators’ Perspective","year":2014,"lang":"en","type":"article","venue":"Higher Education Policy","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Toronto; Wellcome Trust","keywords":"Geopolitics; Excellence; Stakeholder; Equity (law); Public relations; Public administration; Political science; Sociology; Economics; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.02501314,0.0007877102,0.001211501,0.005302357,0.02743579,0.03796765,0.003980801,0.01375456,0.008141441],"category_scores_gemma":[0.03685255,0.0006772717,0.0009720733,0.009021844,0.0264148,0.009460393,0.01266514,0.01003535,0.0002636347],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1676884,"about_ca_system_score_gemma":0.349768,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.964304,"about_ca_topic_score_gemma":0.9852148,"domain_scores_codex":[0.9668573,0.008944908,0.0007334251,0.001752246,0.008469508,0.01324276],"domain_scores_gemma":[0.969563,0.01041426,0.001660733,0.001208,0.009144909,0.008008996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002411065,0.00001419145,0.001258391,0.00009251709,0.00002621192,0.0002234427,0.005794292,0.0007140353,0.000146623,0.9653214,0.01748524,0.008899574],"study_design_scores_gemma":[0.0001211429,0.00004046058,0.008742413,0.001102851,0.0001504138,0.0002809346,0.0572182,0.001996247,0.0005652382,0.4782495,0.4512403,0.0002921741],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03836899,0.01230706,0.004486142,0.5812126,0.0009070587,0.0001030847,0.000257825,0.00006177706,0.3622954],"genre_scores_gemma":[0.9340733,0.006095571,0.005234481,0.03212303,0.0004531237,0.00007194783,0.00007843647,0.00005066036,0.02181944],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9960192,"threshold_uncertainty_score":0.9653635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1586626880230888,"score_gpt":0.473157185917586,"score_spread":0.3144944978944972,"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."}}