{"id":"W4399177548","doi":"10.3390/biomimetics9060328","title":"Autocatalysis, Autopoiesis, and the Opportunity Cost of Individuality","year":2024,"lang":"en","type":"article","venue":"Biomimetics","topic":"Origins and Evolution of Life","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Autopoiesis; Autocatalysis; Boundary (topology); Computer science; Autocatalytic reaction; Set (abstract data type); Identifier; Living systems; Biochemical engineering; Topology (electrical circuits); Artificial intelligence; Mathematics; Biology; Engineering; Physics; Statistical physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004577123,0.00007937998,0.0001502478,0.00004294133,0.00007230949,0.00005832123,0.00009827179,0.00002439904,0.0002738928],"category_scores_gemma":[0.0000121025,0.00005086484,0.00008280071,0.0001651042,0.0002766054,0.00004995064,0.00007148056,0.00007892874,0.00001245116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000078771,"about_ca_system_score_gemma":0.00009423909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002807889,"about_ca_topic_score_gemma":0.000001486186,"domain_scores_codex":[0.9994134,0.00005189838,0.0001976043,0.0001159825,0.0001170637,0.0001040596],"domain_scores_gemma":[0.9995444,0.0001205665,0.00005135794,0.0001885619,0.000028754,0.00006635626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001329554,0.00006534747,0.009834896,0.00005022966,0.0002659737,5.630444e-7,0.0003585003,0.00000304569,0.000113927,0.959326,0.008902175,0.02106607],"study_design_scores_gemma":[0.001510749,0.00004848043,0.02269626,0.00007343453,0.0005331112,0.000002244943,0.0006835719,0.00754498,0.00548675,0.03755065,0.9235238,0.0003459995],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9033519,0.003517937,0.02854747,0.01107912,0.001674627,0.001182221,0.002471437,0.0002408578,0.04793442],"genre_scores_gemma":[0.9988918,0.00001848785,0.0002472665,0.00003766353,0.0001336354,0.000008985238,0.00004279371,0.000006375736,0.0006130384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9217753,"threshold_uncertainty_score":0.2998934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01904741656186134,"score_gpt":0.2826634534136593,"score_spread":0.263616036851798,"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."}}