{"id":"W7082035122","doi":"10.17580/gzh.2025.07.16","title":"Production dynamics at government-owned mining works in Russia in Nicholas I period","year":2025,"lang":"en","type":"article","venue":"Gornyi Zhurnal","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Production (economics); Competition (biology); Reign; Period (music); Precious metal; Pig iron; Mining industry","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":[],"consensus_categories":[],"category_scores_codex":[0.0004674066,0.0001213827,0.0001496308,0.00006978826,0.0001066855,0.0001046748,0.000461905,0.0001010774,0.00003155897],"category_scores_gemma":[0.0002221917,0.0001205565,0.00003822065,0.0006092677,0.0000336297,0.0002934416,0.0003584363,0.0003000876,0.00000849637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005144126,"about_ca_system_score_gemma":0.00006243529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001105034,"about_ca_topic_score_gemma":0.000256264,"domain_scores_codex":[0.9987245,0.00005185658,0.0002846072,0.0004047072,0.0002218852,0.0003124905],"domain_scores_gemma":[0.9994845,0.00003234592,0.00008689489,0.0003327859,0.00002410112,0.00003933423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001445266,0.0003422606,0.8159283,0.0001406828,0.00003885561,0.0002717387,0.003901752,0.01250131,0.007034326,0.009851071,0.002431537,0.1474136],"study_design_scores_gemma":[0.002173762,0.00007127238,0.6160322,0.001177967,0.00001214039,0.0002147961,0.002142626,0.3522922,0.005777121,0.006678747,0.0127006,0.0007265777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9360422,0.00019417,0.008765017,0.01142929,0.000753916,0.0001479443,9.365788e-7,0.00005748655,0.04260907],"genre_scores_gemma":[0.987756,0.00001393151,0.003532009,0.0001303487,0.00004449313,0.00001544799,0.000002452299,0.000001756567,0.008503619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3397909,"threshold_uncertainty_score":0.4916151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006894953737307706,"score_gpt":0.2128114964565383,"score_spread":0.2059165427192306,"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."}}