{"id":"W2745416959","doi":"10.1155/2017/4120506","title":"Predicting Protein Complexes in Weighted Dynamic PPI Networks Based on ICSC","year":2017,"lang":"en","type":"article","venue":"Complexity","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"National Natural Science Foundation of China","keywords":"Computer science; Subnetwork; Cluster analysis; Cuckoo search; Cuckoo; Artificial intelligence; Algorithm; Pattern recognition (psychology); Biological system; Biology","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":[0.0009998026,0.001717239,0.001157487,0.008205362,0.0009186053,0.001491579,0.001321214,0.0009828887,0.001492103],"category_scores_gemma":[0.004011284,0.0004333466,0.00123381,0.005206529,0.0007407184,0.001694185,0.001302169,0.0007166882,0.0007367735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001423787,"about_ca_system_score_gemma":0.001305954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01007285,"about_ca_topic_score_gemma":0.01286176,"domain_scores_codex":[0.999057,0.0001436767,0.00006981754,0.0003483438,0.0002809788,0.0001002581],"domain_scores_gemma":[0.9985238,0.000455719,0.0002937375,0.0001741996,0.0004457974,0.000106744],"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":[0.0009229386,0.0003575423,0.1007682,0.0009443866,0.00112797,0.001137629,0.0004312126,0.504248,0.04009388,0.0234024,0.01900476,0.307561],"study_design_scores_gemma":[0.00001709784,0.00003054415,0.006513858,0.00001979027,0.00008058032,0.000186395,0.00006273507,0.9775211,0.003092979,0.009889875,0.002562721,0.00002226092],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3086977,0.0024266,0.6718056,0.0004631922,0.00007095808,0.0004789529,0.00634783,0.003429176,0.006280048],"genre_scores_gemma":[0.7395871,0.0008585723,0.2381118,0.0001773257,0.00006927887,0.0003561208,0.01836525,0.0003320712,0.002142524],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01007285,"threshold_uncertainty_score":0.02002847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02062182049624752,"score_gpt":0.2627227927607491,"score_spread":0.2421009722645016,"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."}}