{"id":"W3097724877","doi":"10.15405/epsbs.2020.10.05.489","title":"Topographic Landscape Of The Xviii Century: The Case Of Astrakhan Province","year":2020,"lang":"en","type":"article","venue":"The European Proceedings of Social & Behavioural Sciences","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Toponymy; Onomastics; Terminology; History; Nomenclature; Nationality; Quarter (Canadian coin); Culmination; Geography; Archaeology; Ancient history; Linguistics","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002128046,0.0001580398,0.0002407888,0.00004562272,0.001730281,0.0001134453,0.001829687,0.00005566009,0.00004614063],"category_scores_gemma":[0.00008798997,0.00008567039,0.0002383083,0.001128904,0.004736175,0.0003120388,0.0003076294,0.0002246749,0.000003109921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003453005,"about_ca_system_score_gemma":0.0002124312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001363814,"about_ca_topic_score_gemma":0.0005561474,"domain_scores_codex":[0.9981251,0.0001002178,0.0004763108,0.0002970566,0.0006379664,0.000363324],"domain_scores_gemma":[0.9987654,0.00009311256,0.0007579466,0.00007335983,0.0002190744,0.00009109682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005893489,0.0002301237,0.5587044,0.00008783801,0.000100907,0.00001776964,0.2145004,0.000006647535,0.004060909,0.1744428,0.008310834,0.03947848],"study_design_scores_gemma":[0.0007575351,0.0003463095,0.6728129,0.0001053863,0.0002324353,0.0000353246,0.3007336,0.0000222293,0.00173517,0.001555248,0.02106418,0.0005996521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9119754,0.0000689001,3.220746e-7,0.009866705,0.0001650388,0.0003264688,0.00001512618,0.00002818855,0.07755382],"genre_scores_gemma":[0.9992107,0.00003021222,0.00004061655,0.0001651964,0.0001981601,0.00000527931,5.364964e-7,0.00001133958,0.0003379181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1728875,"threshold_uncertainty_score":0.9995694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03729830934154345,"score_gpt":0.2672576956609348,"score_spread":0.2299593863193914,"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."}}