{"id":"W2524852555","doi":"10.11159/icepr16.1","title":"Global Environmental Challenges: Human-driven Oxidation of Reduced Sulfur Compounds from Geological Materials","year":2016,"lang":"en","type":"article","venue":"Proceedings of the World Congress on New Technologies","topic":"Chemical Synthesis and Reactions","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sulfur; Computer science; Environmental science; Environmental chemistry; Chemistry; Materials science; Metallurgy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005017861,0.0001883468,0.0003322041,0.00004608877,0.00007156621,0.00001718697,0.0007832164,0.0002173306,0.0002565512],"category_scores_gemma":[0.0001711936,0.000103743,0.0001075297,0.00009206211,0.0005328918,0.0000888357,0.0003874115,0.00009916639,0.000005952154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001255491,"about_ca_system_score_gemma":0.000008471053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003223216,"about_ca_topic_score_gemma":0.00001147314,"domain_scores_codex":[0.9988828,0.000003136572,0.0003570588,0.0003214811,0.0002429713,0.0001925277],"domain_scores_gemma":[0.9991265,0.0001073559,0.0004630536,0.0002510876,0.00002382751,0.00002815476],"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":[0.00005878192,0.0001243902,0.004567382,0.00002548725,0.0000603283,1.913973e-7,0.00001081132,8.838406e-8,0.9819593,0.00485816,0.0008230464,0.007511963],"study_design_scores_gemma":[0.000372332,0.00002379135,0.003605368,0.0003943698,0.00003546113,0.000001966549,0.0003511616,3.745538e-7,0.9808283,0.01269258,0.001559992,0.0001343217],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888178,0.0001487312,2.263222e-7,0.004476833,0.00009764449,0.00008671811,0.00008235054,0.0002499454,0.006039748],"genre_scores_gemma":[0.998429,0.0003010097,0.0001596657,0.000005833781,0.00005299211,0.00002076366,0.000003573648,0.00001080866,0.00101636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009611191,"threshold_uncertainty_score":0.4230516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02287144413574169,"score_gpt":0.2410780455551751,"score_spread":0.2182066014194335,"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."}}