{"id":"W1490896531","doi":"10.1002/9783527665471.ch10","title":"Network‐Module‐Based Approaches in Cancer Data Analysis","year":2013,"lang":"en","type":"other","venue":"","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research","funders":"","keywords":"Network analysis; Computer science; Data mining; Software; Cancer; Computational biology; Biology; Engineering; Genetics; Programming language","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":[0.005449565,0.001529446,0.0009490728,0.006905048,0.0008365087,0.002264093,0.002235624,0.0006196608,0.01039819],"category_scores_gemma":[0.0117895,0.0007358267,0.001783725,0.008386748,0.0007560368,0.002419657,0.002832941,0.002123683,0.003147417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001194214,"about_ca_system_score_gemma":0.001550673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003647752,"about_ca_topic_score_gemma":0.005854785,"domain_scores_codex":[0.9972535,0.001092309,0.0002316617,0.0005741728,0.0007566966,0.000091699],"domain_scores_gemma":[0.9949549,0.003281131,0.0002785373,0.0008019453,0.0005227926,0.0001607672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001689592,0.0001642555,0.006108721,0.001755274,0.0008992216,0.000566499,0.0005356892,0.06637618,0.007343143,0.1547055,0.06199874,0.6993779],"study_design_scores_gemma":[0.00005304543,0.0000608993,0.005241144,0.0003909458,0.0002195016,0.000713381,0.0002268528,0.3811153,0.01177912,0.3735082,0.226567,0.0001246494],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001952637,0.001891601,0.979987,0.0004310509,0.00006919711,0.000221363,0.005986878,0.005976256,0.003484059],"genre_scores_gemma":[0.02438414,0.00264257,0.9565204,0.0002201806,0.0001061084,0.0008148931,0.01116136,0.001156976,0.002993505],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01039819,"threshold_uncertainty_score":0.03478539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0500401523780151,"score_gpt":0.266388798970128,"score_spread":0.2163486465921129,"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."}}