{"id":"W1474667653","doi":"","title":"Innovation and Access to Technologies for Sustainable Development: A Global Systems Perspective","year":2014,"lang":"en","type":"preprint","venue":"Digital Access to Scholarship at Harvard (DASH) (Harvard University)","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universität Stuttgart; Queen's University; Harvard Kennedy School; University of Oxford; Harvard Global Health Institute; London School of Economics and Political Science; Belfer Center for Science and International Affairs, Harvard University; Brown University; Harvard University; Australian Government; Department of Global Health and Population, Harvard T.H. Chan School of Public Health; U.S. Department of Energy; Drugs for Neglected Diseases initiative; Yale University; U.S. Environmental Protection Agency; Princeton University; Massachusetts Institute of Technology; University of Cambridge","keywords":"Scholarship; Agency (philosophy); Sustainable development; Perspective (graphical); Articulation (sociology); Business; Political science; Politics; Knowledge management; Sociology; Social science; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.0006245228,0.0007185577,0.0007132281,0.000607768,0.0008025202,0.004502287,0.003271194,0.0006183201,0.0001398222],"category_scores_gemma":[0.001997476,0.0008199079,0.0001442787,0.002690692,0.0003088897,0.006038677,0.01807694,0.0005447109,0.0005191903],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01021189,"about_ca_system_score_gemma":0.0002391014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003686244,"about_ca_topic_score_gemma":0.0003937596,"domain_scores_codex":[0.9956162,0.00008539325,0.0005135103,0.001911192,0.0007280309,0.001145648],"domain_scores_gemma":[0.9973937,0.0001394142,0.0004786954,0.0008897422,0.0007660622,0.0003324274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004035368,0.0009460507,0.8236185,0.004952629,0.0007217656,0.0006450373,0.007376032,0.01691492,0.0001636408,0.09963623,0.02140174,0.01958807],"study_design_scores_gemma":[0.0009832167,0.0002039215,0.1187863,0.0004053582,0.00009212243,0.00001415123,0.01664422,0.00008533266,0.0006876222,0.01126865,0.8490945,0.001734621],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704626,0.00002221218,0.003639006,0.0008238882,0.0002457601,0.003935482,0.0005875135,0.0005233228,0.01976018],"genre_scores_gemma":[0.9929993,0.00002597867,0.0004199195,0.000388159,0.00005946436,0.0001895907,0.0001740195,0.00005556108,0.005687978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8276927,"threshold_uncertainty_score":0.9994252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03217214727511591,"score_gpt":0.272929333112885,"score_spread":0.2407571858377691,"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."}}