{"id":"W4405343090","doi":"10.1002/adsc.202401439","title":"Renewable Platform Chemicals: The Bulk Chemicals of the Future","year":2024,"lang":"en","type":"article","venue":"Advanced Synthesis & Catalysis","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemistry; Renewable energy; Biochemical engineering; Nanotechnology; Ecology; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00191592,0.001046348,0.0008539814,0.0008711212,0.001204443,0.005760861,0.001508235,0.005459544,0.01700303],"category_scores_gemma":[0.002548814,0.0006491508,0.0006232674,0.0008964835,0.002138709,0.0126583,0.00227941,0.009643055,0.01602137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001585435,"about_ca_system_score_gemma":0.001479107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005561071,"about_ca_topic_score_gemma":0.001126394,"domain_scores_codex":[0.9984013,0.0001820807,0.0000716132,0.000238023,0.0008904008,0.000216489],"domain_scores_gemma":[0.9981838,0.000466968,0.0001887648,0.0001061959,0.0006107611,0.0004434889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001195597,0.0001125991,0.0001878235,0.002998979,0.00003355971,0.0003631095,0.0003146679,0.0002012521,0.01169258,0.04999319,0.7090669,0.2249158],"study_design_scores_gemma":[0.000003215802,0.0000347982,0.00003821422,0.0001216229,0.000004164702,0.00009990986,0.0000731394,0.00001997842,0.0009110861,0.003022164,0.9956631,0.000008690236],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001842321,0.7250704,0.003331109,0.1121818,0.1210745,0.00003958099,0.0002631798,0.0003170219,0.03588004],"genre_scores_gemma":[0.01443491,0.6924385,0.002986128,0.09918779,0.07611402,0.00008226415,0.0004400615,0.0003345904,0.1139817],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01700303,"threshold_uncertainty_score":0.05688077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003410294633016771,"score_gpt":0.1928910960362896,"score_spread":0.1894808014032728,"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."}}