{"id":"W4240879788","doi":"10.32920/14668818","title":"Dominating Biological Networks","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Mitacs; National Science Foundation","keywords":"Centrality; Computational biology; Function (biology); Biological network; Gene; Computer science; Interaction network; Systems biology; Biology; Topology (electrical circuits); Genetics; Mathematics; Combinatorics","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":[0.001657708,0.001739565,0.001578213,0.004166304,0.00169228,0.004080424,0.001666768,0.001924198,0.01218906],"category_scores_gemma":[0.008892342,0.0006688451,0.001273982,0.003172531,0.002017125,0.004534878,0.002885807,0.001338113,0.002751627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001806907,"about_ca_system_score_gemma":0.0007983381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00142189,"about_ca_topic_score_gemma":0.001356124,"domain_scores_codex":[0.997556,0.0008181349,0.0001485146,0.0007737654,0.0005173887,0.0001862162],"domain_scores_gemma":[0.9957712,0.00224204,0.0005839671,0.0004593156,0.0006516409,0.0002917727],"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":[0.0001297623,0.00006112853,0.003000514,0.000789366,0.0002542055,0.0006684248,0.0005251745,0.06624248,0.002904695,0.8266354,0.01573374,0.08305515],"study_design_scores_gemma":[0.00003762162,0.0000426819,0.0008459306,0.00008679566,0.00005763994,0.0006543974,0.0001608259,0.09087851,0.0006962926,0.8536402,0.05286854,0.00003049547],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07086645,0.009945019,0.8265188,0.004117677,0.0006320127,0.000738599,0.006193197,0.001083476,0.07990473],"genre_scores_gemma":[0.6702888,0.01168238,0.2654276,0.001966182,0.001094993,0.001501607,0.00861208,0.0002836047,0.0391428],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01218906,"threshold_uncertainty_score":0.04077649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0149328263073222,"score_gpt":0.2435489306078108,"score_spread":0.2286161043004886,"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."}}