{"id":"W3158123881","doi":"10.1021/cen-09915-buscon11","title":"Cement teams win Carbon XPRIZE","year":2021,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Waste management; Coal; Cement; Power station; Engineering; Trap (plumbing); Carbon dioxide; Natural gas; Carbon fibers; Environmental science; Civil engineering; Archaeology; Environmental engineering; Geography; Materials science; Chemistry","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":[0.00006358544,0.0002288664,0.0002388194,0.00003882691,0.00001066637,0.00004512811,0.0002791774,0.0001637997,0.00007420049],"category_scores_gemma":[0.0001012446,0.0002443905,0.0001150426,0.0003097115,0.0000424815,0.00005479596,0.0002166249,0.0001945607,0.00006286973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005838532,"about_ca_system_score_gemma":0.0000357437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004772083,"about_ca_topic_score_gemma":0.00006037751,"domain_scores_codex":[0.9988822,0.00002119633,0.0002321878,0.0002769517,0.0002210848,0.0003663963],"domain_scores_gemma":[0.9992571,0.00002169955,0.00002259174,0.0005689771,0.00004047505,0.0000890944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002457141,0.001076163,0.1941233,0.001305065,0.00252691,0.007513311,0.002438829,0.05441274,0.2831562,0.02332054,0.2006547,0.2292265],"study_design_scores_gemma":[0.007848996,0.0003622396,0.05195075,0.001144815,0.0005999799,0.001067779,0.005168458,0.06753822,0.3890922,0.01497293,0.454872,0.005381606],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9143564,0.004660513,0.00116695,0.0003904597,0.001401376,0.0001829503,0.00005440907,0.00244546,0.0753415],"genre_scores_gemma":[0.9984384,0.0001879713,0.0009318664,0.0001244027,0.00008775994,0.00002567777,0.00001475406,0.00002768889,0.0001614928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2542173,"threshold_uncertainty_score":0.9965957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002961702893020545,"score_gpt":0.1958840283609902,"score_spread":0.1929223254679697,"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."}}