{"id":"W4293226488","doi":"10.1016/j.isci.2022.104903","title":"Insights on production mechanism and industrial applications of renewable propylene glycol","year":2022,"lang":"en","type":"review","venue":"iScience","topic":"Catalysis for Biomass Conversion","field":"Engineering","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Peter's Hospital","funders":"","keywords":"Hydrogenolysis; Propylene oxide; Catalysis; Glycerol; Green chemistry; Chemistry; Polyvinyl alcohol; Organic chemistry; Renewable energy; Reaction mechanism; Polymer; Engineering; Copolymer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000270699,0.000716989,0.0005773206,0.002045339,0.000237864,0.0008604538,0.0004834516,0.0007249021,0.003268286],"category_scores_gemma":[0.000254796,0.0003550827,0.0005576507,0.001607465,0.0002091583,0.001161401,0.0004210735,0.0009491411,0.00138009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004379957,"about_ca_system_score_gemma":0.0006005318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009669252,"about_ca_topic_score_gemma":0.00136962,"domain_scores_codex":[0.9998583,0.00001199671,0.0000129832,0.00002970245,0.00006306597,0.0000239182],"domain_scores_gemma":[0.9999263,0.00002804232,0.00001396489,0.000003624396,0.00002169948,0.000006369737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008895772,0.0002030222,0.0005167845,0.0484913,0.0001191722,0.00113457,0.0002130764,0.002784888,0.05979738,0.03380372,0.01708202,0.8357651],"study_design_scores_gemma":[0.000008008265,0.0001766507,0.0009346753,0.00301926,0.00007947342,0.001386255,0.0001074673,0.0006017279,0.01695876,0.004264386,0.9724372,0.0000261676],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002362855,0.9875721,0.0009032848,0.0003180448,0.0002101845,0.00001230756,0.00006639697,0.00001551235,0.008539341],"genre_scores_gemma":[0.01111056,0.9854274,0.0005885417,0.0001699635,0.00008584694,0.00001394496,0.00007402008,0.000004030745,0.002525617],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003268286,"threshold_uncertainty_score":0.01093346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04597049749904628,"score_gpt":0.2581568242310756,"score_spread":0.2121863267320293,"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."}}