{"id":"W4403186396","doi":"10.1021/acs.accounts.4c00196","title":"From Catalysis of Evolution to Evolution of Catalysis","year":2024,"lang":"en","type":"article","venue":"Accounts of Chemical Research","topic":"Origins and Evolution of Life","field":"Physics and Astronomy","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Azrieli Foundation; Israel Science Foundation; Nuclear Safety and Security Commission; Minerva Foundation","keywords":"Catalysis; Chemistry; Organic chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.003126631,0.0008440169,0.001272383,0.001221694,0.001539236,0.004943307,0.001995508,0.003939989,0.003480304],"category_scores_gemma":[0.004674243,0.0005316995,0.0008246023,0.0007422352,0.01328659,0.01010406,0.004423583,0.007139874,0.001736656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00370892,"about_ca_system_score_gemma":0.00157189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001544589,"about_ca_topic_score_gemma":0.0005866155,"domain_scores_codex":[0.9973518,0.0009481632,0.0001167908,0.0005693042,0.0006250428,0.0003890085],"domain_scores_gemma":[0.9982205,0.0009713298,0.0001064943,0.0003338937,0.0002247701,0.0001429969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000135157,0.00001027162,0.0001993705,0.0001742759,0.00001251446,0.0001115194,0.0003730064,0.00110396,0.001086737,0.9841869,0.002369087,0.01035869],"study_design_scores_gemma":[0.000009152634,0.0000238475,0.0001502232,0.0001672735,0.000006230332,0.0001319472,0.0002113325,0.001543637,0.001314922,0.9003252,0.09609283,0.00002354265],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0386547,0.3605518,0.1986888,0.09831227,0.01151785,0.00009311213,0.0002731293,0.0008662079,0.2910421],"genre_scores_gemma":[0.7125903,0.179206,0.03773199,0.01719464,0.008436494,0.0002776388,0.0003457206,0.0004722444,0.04374499],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004943307,"threshold_uncertainty_score":0.02691019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02546004963199895,"score_gpt":0.3669501532442475,"score_spread":0.3414901036122486,"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."}}