{"id":"W4210551111","doi":"10.1016/j.mbs.2022.108784","title":"Autocatalytic recombination systems: A reaction network perspective","year":2022,"lang":"en","type":"article","venue":"Mathematical Biosciences","topic":"Origins and Evolution of Life","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Division of Mathematical Sciences; Natural Sciences and Engineering Research Council of Canada; Simons Foundation","keywords":"Autocatalysis; Autocatalytic reaction; Perspective (graphical); Recombination; Statistical physics; Living systems; Dynamical systems theory; Persistence (discontinuity); Biological system; Mathematics; Physics; Computer science; Chemistry; Kinetics; Classical mechanics; Biology; Engineering; Artificial intelligence; Quantum mechanics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004597931,0.00007181167,0.000111614,0.00004580903,0.0005298073,0.00007010559,0.000155901,0.000009714722,0.0006186374],"category_scores_gemma":[0.00001476857,0.00006023472,0.00005038201,0.0003764331,0.00007201304,0.0001420911,0.00006970019,0.0001005308,0.00008036086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001100018,"about_ca_system_score_gemma":0.00005309311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008781413,"about_ca_topic_score_gemma":3.947948e-7,"domain_scores_codex":[0.9990894,0.00005455089,0.0001653328,0.0001944658,0.0003055259,0.0001907804],"domain_scores_gemma":[0.9996381,0.00006342494,0.0000902869,0.0001169512,0.00003831788,0.000052899],"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":[0.000002225386,0.0001283364,0.0005159962,0.000005327234,0.000008027548,2.721386e-7,0.0002542672,0.000345944,0.00008370224,0.9964143,0.002005117,0.0002364731],"study_design_scores_gemma":[0.0003932849,0.000327042,0.001894263,0.00003833815,0.00004082893,0.00001268662,0.03070058,0.09225436,0.0000800724,0.8456377,0.02821914,0.0004016955],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4191911,0.0002065976,0.03783047,0.005801681,0.00395258,0.001255192,0.0001143878,0.0003487611,0.5312992],"genre_scores_gemma":[0.9977908,2.910021e-7,0.0002720609,0.00002439976,0.0001863147,0.00007818428,0.000005762366,0.000004307231,0.001637927],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5785997,"threshold_uncertainty_score":0.6773645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01506755411147156,"score_gpt":0.2617109634237996,"score_spread":0.246643409312328,"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."}}