{"id":"W2403953928","doi":"","title":"Complexity, Information, Energy.","year":2007,"lang":"en","type":"article","venue":"publish.UP (University of Potsdam)","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science","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":[0.001433115,0.0007461236,0.0007959863,0.00231104,0.001164231,0.004421966,0.001265898,0.003421265,0.01177747],"category_scores_gemma":[0.006021692,0.0002688012,0.0006425593,0.003057272,0.00740743,0.01143823,0.002107476,0.004114548,0.001394214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002395673,"about_ca_system_score_gemma":0.0006992046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001109088,"about_ca_topic_score_gemma":0.001093957,"domain_scores_codex":[0.9988049,0.0004269668,0.00004785334,0.0002419687,0.000354973,0.000123383],"domain_scores_gemma":[0.9942222,0.004627572,0.0003310574,0.0003063836,0.0003049992,0.0002077751],"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":[0.000004701982,0.000006087149,0.00009645011,0.00008221745,0.000006025512,0.00003247482,0.00005243952,0.0002599377,0.0000846316,0.9909576,0.003159829,0.00525748],"study_design_scores_gemma":[0.000001794885,0.000005991585,0.0001295322,0.00004389769,0.000003634638,0.00007489592,0.00006344489,0.0007375542,0.00006318199,0.9829866,0.01588504,0.000004458385],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02281041,0.1900336,0.2321576,0.1340946,0.006372175,0.00009016733,0.0008460911,0.0002863479,0.413309],"genre_scores_gemma":[0.7737494,0.1005981,0.06214396,0.01950238,0.009276614,0.0003708162,0.0004451416,0.0002124115,0.03370123],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01177747,"threshold_uncertainty_score":0.0393995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01719869411827636,"score_gpt":0.1919672144202798,"score_spread":0.1747685203020034,"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."}}