{"id":"W4205507248","doi":"10.52978/26187701_2021_8_37-42","title":"ANALYSIS OF THE REASONS FOR RECEIVING DEFECTIVE PRODUCTS CONVERSION OF FIRE REFINING OF COPPER AND WAYS TO ELIMINATE THEM","year":2021,"lang":"en","type":"article","venue":"Культура Наука Производство","topic":"Material Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nickel Institute","funders":"","keywords":"Refining (metallurgy); Copper; Metallurgy; Environmental science; Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004146651,0.0001028058,0.0003617997,0.00004342906,0.0001277859,0.00001679395,0.000190016,0.00004957057,0.0002109609],"category_scores_gemma":[0.0005015088,0.00007223527,0.00008909967,0.0006105228,0.0001174455,0.0000636695,0.0002237478,0.00003680594,0.0000029554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001980129,"about_ca_system_score_gemma":0.0000670107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002103936,"about_ca_topic_score_gemma":0.00003695501,"domain_scores_codex":[0.998975,0.00005961984,0.0003389174,0.0003040675,0.0001648122,0.0001576029],"domain_scores_gemma":[0.9986601,0.0001470749,0.0002692873,0.0004589191,0.0004236975,0.00004084616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007746909,0.00005332642,0.001321887,0.0002256362,0.00006781054,1.514489e-7,0.0007806809,0.0001463565,0.9941066,0.002411413,0.0002667223,0.0005419715],"study_design_scores_gemma":[0.0001736023,0.00006803831,0.01653281,0.000119241,0.0003286541,0.000001592095,0.0003940864,0.0002477542,0.9808268,0.0001213161,0.001094371,0.00009176354],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997593,0.00008669018,0.0002002706,0.0006842899,0.0001088261,0.0002547395,0.0002184691,0.0000115769,0.0008420824],"genre_scores_gemma":[0.9973378,0.00002205887,0.002347902,0.00004997376,0.00001778468,0.0000391253,0.00001038916,0.00001126331,0.0001637661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01521092,"threshold_uncertainty_score":0.2945669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03673051525765737,"score_gpt":0.2482045965012626,"score_spread":0.2114740812436053,"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."}}