{"id":"W4395010383","doi":"10.1038/s41929-024-01131-6","title":"Progress and roadmap for electro-privileged transformations of bio-derived molecules","year":2024,"lang":"en","type":"article","venue":"Nature Catalysis","topic":"Catalysis for Biomass Conversion","field":"Engineering","cited_by":105,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Basic Energy Sciences; Office of Science; U.S. Department of Energy","keywords":"Computer science; Nanotechnology; Systems engineering; Engineering; Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008682878,0.0001476796,0.0002113588,0.0003433711,0.00004233255,0.00004076373,0.0001184724,0.0002134316,0.00001121066],"category_scores_gemma":[0.00001269722,0.0001367615,0.0001930288,0.0006049844,0.00006274186,0.0001805148,0.00001135942,0.0001853466,0.000004823371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005391414,"about_ca_system_score_gemma":0.00001904529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001899505,"about_ca_topic_score_gemma":0.000009914811,"domain_scores_codex":[0.999285,0.000006721312,0.0002036607,0.000186229,0.0001441928,0.0001741266],"domain_scores_gemma":[0.9996275,0.00004794737,0.00001996689,0.000194469,0.00005827945,0.00005179916],"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":[0.00003792673,0.00005851547,0.000096617,0.001672602,0.001463419,0.000006965401,0.001763081,0.0003437412,0.8716951,0.002641541,0.005670049,0.1145505],"study_design_scores_gemma":[0.0002758444,0.00003544693,0.0002873999,0.00009348927,0.0005523685,0.000009660854,0.0000819224,0.07126285,0.917447,0.0002737201,0.009447827,0.0002324316],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8765214,0.07761534,0.04152701,0.000988594,0.0004805468,0.0008928627,0.0004679672,0.0009066365,0.0005996117],"genre_scores_gemma":[0.9976922,0.0002021954,0.001311614,0.000009106016,0.00003549819,0.00005857625,0.0006395958,0.00003079465,0.000020386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1211708,"threshold_uncertainty_score":0.5576973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002485364005732688,"score_gpt":0.2118303294012613,"score_spread":0.2093449653955286,"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."}}