{"id":"W4235102347","doi":"10.17323/1995-459x.2011.4.78.87","title":"International Research Workshop «Foresight and Science, Technology and Innovation Policies: Best Practices»","year":2011,"lang":"en","type":"article","venue":"Foresight-Russia","topic":"Economic and Technological Developments in Russia","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Futures studies; Best practice; Engineering ethics; Responsible Research and Innovation; Technology innovation; Research policy; Political science; Knowledge management; Engineering management; Engineering; Business; Computer science; Public administration; Industrial organization","routes":{"ca_aff":false,"ca_fund":false,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.04983323,0.002046311,0.001380339,0.00393643,0.003202932,0.01456283,0.003623049,0.00843942,0.01310969],"category_scores_gemma":[0.02118873,0.0007212445,0.0020329,0.004102619,0.003176435,0.0106303,0.007510794,0.00962044,0.00358156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008037338,"about_ca_system_score_gemma":0.02573927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004426221,"about_ca_topic_score_gemma":0.003448891,"domain_scores_codex":[0.9846644,0.00819735,0.001041915,0.001320703,0.002965792,0.001809964],"domain_scores_gemma":[0.9797537,0.009174496,0.00151381,0.002253372,0.004348055,0.002956609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002955725,0.0005734442,0.001362337,0.001743709,0.0001816371,0.0005345088,0.009574533,0.007310612,0.002020217,0.2082107,0.5108271,0.2573655],"study_design_scores_gemma":[0.00004064201,0.00008552326,0.001314348,0.001884401,0.000056607,0.0001139285,0.004322765,0.0007779415,0.001408317,0.0503533,0.939586,0.00005619938],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01395257,0.09677937,0.06340489,0.6159787,0.04633229,0.0008283426,0.002592123,0.0009156936,0.159216],"genre_scores_gemma":[0.3770147,0.1692887,0.1410027,0.06686649,0.02530405,0.002064196,0.008649684,0.001344219,0.2084652],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9967971,"threshold_uncertainty_score":0.2635465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2275739298655418,"score_gpt":0.4291882069347671,"score_spread":0.2016142770692252,"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."}}