{"id":"W2886905187","doi":"10.1080/14615517.2018.1507111","title":"Social impact assessment in the Russian Federation: does it meet the key values of democracy and civil society?","year":2018,"lang":"en","type":"article","venue":"Impact Assessment and Project Appraisal","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University","keywords":"Democracy; Civil society; Legislation; Corporation; Political science; Social impact assessment; Public administration; Environmental impact assessment; Russian federation; Law; Sociology; Politics; Regional 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001605846,0.0004081557,0.0004006426,0.00004625007,0.001300451,0.0004412845,0.0003836142,0.000157793,0.0005239594],"category_scores_gemma":[0.0000251511,0.0001990131,0.0002310714,0.0003849041,0.001161288,0.0008218914,0.0003322771,0.0003949645,0.000005104595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003260677,"about_ca_system_score_gemma":0.0001781677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001830802,"about_ca_topic_score_gemma":0.001189817,"domain_scores_codex":[0.9971405,0.0005289652,0.0004693181,0.0004200317,0.0008500464,0.0005911358],"domain_scores_gemma":[0.9988586,0.0004513886,0.0002908161,0.0002807112,0.00001087362,0.0001075727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008367904,0.0005050822,0.9282897,0.00002707334,0.000226296,0.000005034448,0.05089624,0.00001216212,0.003677887,0.001874509,0.01117192,0.00323045],"study_design_scores_gemma":[0.001002934,0.0007818106,0.9820123,0.0000219119,0.0000824277,0.00001747347,0.009627895,0.001347181,0.0001608366,0.003920059,0.0006941288,0.0003310059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707056,0.00003208654,0.0001405892,0.007361286,0.0001391529,0.000805946,0.00003539804,0.00002300966,0.02075694],"genre_scores_gemma":[0.9980506,0.0001127427,0.0008186176,0.0004866711,0.0003453924,0.00005759861,0.00002282109,0.00002684224,0.0000787004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05372267,"threshold_uncertainty_score":0.9999997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02340133003224087,"score_gpt":0.4134939684451617,"score_spread":0.3900926384129209,"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."}}