{"id":"W4205862102","doi":"10.31081/1681-309x-2021-0-5-4-12","title":"PERSPECTIVES OF THE WORLD STEEL AND COKE MARKETS (on the materials of the international conference \"EuroCoke Summit\", Amsterdam, 2021)","year":2021,"lang":"en","type":"article","venue":"Journal of Coal Chemistry","topic":"Coal and Coke Industries Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Summit; Coke; Coal; Limiting; Engineering; Work (physics); Business; Political science; Natural resource economics; Waste management; Economics; Geography","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":[0.0003349314,0.0001017671,0.0001993609,0.00001779291,0.00006945584,0.0000662051,0.0006431246,0.00005741062,0.004170154],"category_scores_gemma":[0.000415239,0.00005021996,0.0001263693,0.0001393412,0.0002700018,0.00004864756,0.0003552316,0.0003894051,9.507043e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004594895,"about_ca_system_score_gemma":0.0002533844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001914276,"about_ca_topic_score_gemma":0.0000396893,"domain_scores_codex":[0.9986679,0.0001306212,0.0003631288,0.000106387,0.0006108762,0.0001211126],"domain_scores_gemma":[0.9985023,0.0003053118,0.0003697766,0.0002674676,0.0005129145,0.00004220318],"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":[0.0004954978,0.0001510772,0.005268869,0.00006806794,0.0002240228,0.00002464443,0.0003859929,0.00004536134,0.9840491,0.002055563,0.00586111,0.001370706],"study_design_scores_gemma":[0.0003665954,0.00001865048,0.01491687,0.0002698596,0.00002106442,0.00005688742,0.003435491,0.00001639005,0.9668666,0.0004837821,0.01348996,0.00005787551],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9431808,0.0001864831,0.000001015601,0.007668978,0.0002072872,0.00004197878,0.00003832311,0.000001186143,0.04867392],"genre_scores_gemma":[0.9812992,0.000111551,0.000004900119,0.00006462,0.0002428952,0.000002003824,7.782272e-7,0.000007051649,0.01826701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03811836,"threshold_uncertainty_score":0.9967402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02637543492781996,"score_gpt":0.2679545127472436,"score_spread":0.2415790778194237,"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."}}