{"id":"W1844304435","doi":"10.1126/science.1198594","title":"Irremediable Complexity?","year":2010,"lang":"en","type":"article","venue":"Science","topic":"Cellular Automata and Applications","field":"Computer Science","cited_by":242,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Dalhousie University","funders":"","keywords":"Physics","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":[0.001346585,0.0003641052,0.0005585686,0.0006616265,0.001156903,0.003455668,0.001024233,0.001266878,0.008963656],"category_scores_gemma":[0.008590691,0.0002477881,0.000409131,0.0003548948,0.007570492,0.007117283,0.002216436,0.002359335,0.001065618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001220492,"about_ca_system_score_gemma":0.0006990153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00042238,"about_ca_topic_score_gemma":0.0004352244,"domain_scores_codex":[0.9991554,0.0002136016,0.00003389474,0.0002332734,0.0002344013,0.000129323],"domain_scores_gemma":[0.9961584,0.001794437,0.0003341341,0.0009902531,0.0004086352,0.0003141405],"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":[0.000008169724,0.0000042958,0.0001396203,0.00002239093,0.000004466473,0.0000351449,0.00008107883,0.0006426124,0.0003855106,0.9949974,0.0006022352,0.003077088],"study_design_scores_gemma":[0.000002860441,0.000007308482,0.00009713634,0.00001147932,0.000002696989,0.00004795587,0.00003950363,0.00154272,0.0003779419,0.9917291,0.006136036,0.000005163402],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2577801,0.01335456,0.2843813,0.05016327,0.002610971,0.00007308096,0.0004022849,0.0008264283,0.390408],"genre_scores_gemma":[0.9747068,0.001753968,0.007431346,0.001065637,0.0007194881,0.00005614987,0.00008527916,0.00006561262,0.01411586],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008963656,"threshold_uncertainty_score":0.02998638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01884103371675665,"score_gpt":0.26462287622025,"score_spread":0.2457818425034934,"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."}}