{"id":"W4405109561","doi":"10.17580/tsm.2024.11.02","title":"Researches on promising nickel products production","year":2024,"lang":"en","type":"article","venue":"Tsvetnye Metally","topic":"Material Properties and Applications","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nickel; Production (economics); Biochemical engineering; Metallurgy; Materials science; Engineering; Economics","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":[0.0008981113,0.0001297409,0.0001333074,0.00008069973,0.0001902247,0.0004000964,0.000225882,0.00003865852,0.0006796532],"category_scores_gemma":[0.0002449736,0.00009202352,0.00003670645,0.0002734674,0.0001046392,0.0002530467,0.00008205424,0.0001161184,0.003298182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005133796,"about_ca_system_score_gemma":0.0001126016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005355351,"about_ca_topic_score_gemma":0.000004014375,"domain_scores_codex":[0.9985462,0.00008469173,0.000213785,0.0005485818,0.0003271904,0.0002795757],"domain_scores_gemma":[0.999355,0.00002505265,0.00003079565,0.0004397527,0.00009229224,0.00005707433],"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":[0.00003584609,0.00004550505,7.669062e-7,0.0001859367,0.000007099656,0.00000384885,0.0001565036,0.00002963912,0.9821047,0.009708293,0.0047522,0.002969634],"study_design_scores_gemma":[0.00004231464,0.00008957824,0.00006671482,0.0001096444,0.00001425042,0.00001120422,0.00003075138,0.0001436197,0.9089233,0.001490935,0.08894508,0.0001326578],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982533,0.0004014374,0.00009369257,0.008149252,0.001207201,0.0006021535,0.000009415903,0.0004068892,0.006596983],"genre_scores_gemma":[0.978657,0.00002247808,0.00186498,0.00007070196,0.0007540418,0.0001399128,0.000009340812,0.00003233594,0.01844919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08419288,"threshold_uncertainty_score":0.9974779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07675983505361332,"score_gpt":0.3141040222830936,"score_spread":0.2373441872294803,"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."}}