{"id":"W2990985366","doi":"10.1051/shsconf/20197203041","title":"Professional dynasties in the public consciousness of Russians","year":2019,"lang":"en","type":"article","venue":"SHS Web of Conferences","topic":"Sociopolitical Dynamics in Russia","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Russian Science Foundation","keywords":"Real estate; Population; Consciousness; Perception; Quarter (Canadian coin); Sociology; Public relations; Psychology; Social psychology; Law; Political science; History; Demography; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001172298,0.00008550357,0.0002388499,0.00009967749,0.0001031744,0.00003787256,0.0007184009,0.0001257654,0.00099535],"category_scores_gemma":[0.0004173983,0.00005647868,0.0000617121,0.0003139758,0.001640048,0.0001409834,0.00005249433,0.000181992,0.00001941418],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002906912,"about_ca_system_score_gemma":0.00902846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002593701,"about_ca_topic_score_gemma":0.004626144,"domain_scores_codex":[0.9981798,0.0004267771,0.0003047383,0.0001445561,0.0006464319,0.0002976987],"domain_scores_gemma":[0.9984109,0.001059642,0.0001503106,0.0001876364,0.0001430502,0.00004850563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005428138,0.0000441534,0.2153455,0.00002076433,0.000006460015,4.419396e-7,0.002216463,5.203867e-7,0.00002249265,0.7820258,0.00005292914,0.0002590196],"study_design_scores_gemma":[0.0007506913,0.0001506139,0.3247104,0.0002951651,0.00002109453,0.0000011958,0.2413149,0.0007931391,0.0000918012,0.3917088,0.03983061,0.0003316237],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.514826,0.00005658919,0.000008013525,0.004444785,0.0004943912,0.0002241179,0.00001505966,0.00001254844,0.4799185],"genre_scores_gemma":[0.9991174,0.00003587803,0.00005571562,0.00009296772,0.00004131708,0.00001606356,0.000003474144,0.000003930079,0.0006332106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4842915,"threshold_uncertainty_score":0.9999179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02708073667190612,"score_gpt":0.3305972573821997,"score_spread":0.3035165207102936,"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."}}