{"id":"W2969623882","doi":"10.1093/scipol/scz034","title":"An assessment of engaged social science research in nanoscale science and engineering communities","year":2019,"lang":"en","type":"article","venue":"Science and Public Policy","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Biotechnology and Biological Sciences Research Council; University of Saskatchewan; National Science Foundation","keywords":"Reflexivity; Legislature; Variety (cybernetics); Societal impact of nanotechnology; Sociology; Political science; Research center; Publics; Engineering ethics; Social science; Engineering; Nanotechnology; Politics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.1562262,0.0005517851,0.0007795228,0.01100285,0.01840931,0.01937945,0.003918719,0.005085636,0.006213467],"category_scores_gemma":[0.2026445,0.0006743878,0.001093321,0.005575945,0.02464579,0.01646635,0.04105935,0.003016456,0.0005171061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01925469,"about_ca_system_score_gemma":0.02920178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005997458,"about_ca_topic_score_gemma":0.0075694,"domain_scores_codex":[0.7652344,0.1905462,0.005240133,0.005150933,0.02607897,0.007749482],"domain_scores_gemma":[0.6954051,0.1987113,0.0269712,0.01349145,0.04344462,0.02197638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003846111,0.001715186,0.1317937,0.001402242,0.0002458928,0.0006430142,0.5031742,0.00117877,0.000974672,0.2617096,0.002882766,0.09389543],"study_design_scores_gemma":[0.0001367961,0.001200059,0.06467611,0.001540563,0.0001007185,0.0004218201,0.7694967,0.003907131,0.001165728,0.0996168,0.05762136,0.0001163268],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8474915,0.002129284,0.009234592,0.02735321,0.0001794166,0.001761887,0.0001898045,0.00005802562,0.1116024],"genre_scores_gemma":[0.9963192,0.0002726541,0.001359005,0.0004729701,0.00004101953,0.0006203581,0.00003924487,0.000008121391,0.0008674582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9815907,"threshold_uncertainty_score":0.8262128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4270921373472799,"score_gpt":0.6382631639702969,"score_spread":0.211171026623017,"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."}}