{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001525953,0.0006758113,0.000806323,0.002429374,0.001380931,0.00437778,0.001253764,0.002587806,0.008349088],"category_scores_gemma":[0.006200896,0.0002758074,0.0006833836,0.002519702,0.009073819,0.0122222,0.002555142,0.003785963,0.0006632396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002178502,"about_ca_system_score_gemma":0.0006814964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009834152,"about_ca_topic_score_gemma":0.0007643077,"domain_scores_codex":[0.9988231,0.0004166977,0.00005459419,0.0002251816,0.0003455062,0.0001348255],"domain_scores_gemma":[0.9938585,0.004775655,0.0003905343,0.0003893451,0.0003596241,0.0002263749],"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":[0.000004231488,0.000005634378,0.0001049072,0.00005281021,0.000004982256,0.00002501925,0.00005001682,0.0003874488,0.00009197483,0.9951788,0.001077682,0.00301652],"study_design_scores_gemma":[0.00000176272,0.000007129219,0.0001361543,0.00003261162,0.000002984753,0.00005331257,0.00005492067,0.000978678,0.0000749239,0.9911597,0.007492204,0.000005642404],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05486367,0.10191,0.3864363,0.1017051,0.003965883,0.0001198043,0.0007776129,0.0002094987,0.3500124],"genre_scores_gemma":[0.8684652,0.04132865,0.05955176,0.00800156,0.004929055,0.0003010556,0.0002694327,0.0001158184,0.01703748],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008349088,"threshold_uncertainty_score":0.0279305,"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."}}