{"id":"W2022595735","doi":"10.5539/cis.v2n1p48","title":"Complexity Analysis in Heterogeneous System","year":2009,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001301507,0.0005322853,0.001117395,0.001868581,0.001145597,0.002465918,0.0008585172,0.000712934,0.005268484],"category_scores_gemma":[0.0105122,0.0003603971,0.00112721,0.001412225,0.001068022,0.003873937,0.002044552,0.001160486,0.0002652599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002373964,"about_ca_system_score_gemma":0.00103665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005505122,"about_ca_topic_score_gemma":0.002613547,"domain_scores_codex":[0.9984317,0.0004694998,0.00007161545,0.0002844004,0.0004812793,0.0002613767],"domain_scores_gemma":[0.992316,0.005118772,0.0007250248,0.000637038,0.0008106124,0.0003924292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002077436,0.00008153939,0.007066361,0.0001256211,0.0001788715,0.0005185607,0.0004490046,0.513912,0.002163116,0.4357729,0.003553843,0.03597034],"study_design_scores_gemma":[0.000004733016,0.00001116535,0.0007559531,0.000003616909,0.00001744283,0.00003284152,0.00004198924,0.9126449,0.0002195476,0.08589093,0.000368133,0.000008799425],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.308288,0.0003848037,0.6726581,0.001001722,0.0000536567,0.0001003798,0.0003741015,0.0005775079,0.01656178],"genre_scores_gemma":[0.9762381,0.0001055164,0.02014336,0.00005068622,0.0000533924,0.0000656553,0.0002308926,0.00008379865,0.003028543],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005505122,"threshold_uncertainty_score":0.01762486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01788134161891687,"score_gpt":0.2518921241736564,"score_spread":0.2340107825547396,"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."}}