{"id":"W2146051038","doi":"10.1142/s0129054108005954","title":"COMPLEXITY, INFORMATION, ENERGY","year":2008,"lang":"en","type":"article","venue":"International Journal of Foundations of Computer Science","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Connection (principal bundle); Computer science; Energy (signal processing); Theoretical computer science; Mathematics","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":[0.0009113247,0.0001389703,0.0002426096,0.001094238,0.0002496472,0.0003599765,0.005331493,0.00003327082,0.00002754475],"category_scores_gemma":[0.0002027891,0.000127469,0.0001578791,0.001119934,0.001028602,0.0061113,0.0009948568,0.0001400229,0.00001682721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001990436,"about_ca_system_score_gemma":0.001093808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005169202,"about_ca_topic_score_gemma":0.000004322599,"domain_scores_codex":[0.9965757,0.00005818653,0.001018254,0.0002071891,0.00191746,0.0002231709],"domain_scores_gemma":[0.993116,0.000199665,0.0008979475,0.0004782437,0.005151278,0.0001568843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002533611,0.000573881,0.003269388,0.000008927384,0.0001234221,0.00006748785,0.002457184,0.01492366,0.0006290788,0.6672218,0.002490911,0.3082089],"study_design_scores_gemma":[0.001774448,0.0007141106,0.1004623,0.00009480503,0.00001274294,0.005080101,0.00003451002,0.7265769,0.005752116,0.1285432,0.03041183,0.0005428724],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02507179,0.00002578751,0.967968,0.002263144,0.003633122,0.00004835668,0.000003802721,0.00003711797,0.0009488264],"genre_scores_gemma":[0.6375622,0.0000208345,0.3618701,0.000322,0.0002115463,9.145082e-7,0.000001843079,0.000002202355,0.000008405994],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7116532,"threshold_uncertainty_score":0.990733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03440142130692077,"score_gpt":0.2878208879596875,"score_spread":0.2534194666527667,"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."}}