{"id":"W2166168546","doi":"10.1504/ijbra.2012.048967","title":"A network-based maximum link approach towards MS identifies potentially important roles for undetected ARRB1/2 and ACTB in liver cancer progression","year":2012,"lang":"en","type":"article","venue":"International Journal of Bioinformatics Research and Applications","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Directorate for Biological Sciences; National University of Singapore; Wellcome Trust","keywords":"Computational biology; Biology; Gene; Cancer; Proteomics; Proteome; Interaction network; Bioinformatics; Cancer research; Genetics","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":[0.001484958,0.001432483,0.000971323,0.005030826,0.001077675,0.001731744,0.001278936,0.001201282,0.003825768],"category_scores_gemma":[0.003697199,0.0005751881,0.001940767,0.002742302,0.0004622743,0.001181148,0.001370744,0.001042144,0.0008014544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009819275,"about_ca_system_score_gemma":0.0009828864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004653777,"about_ca_topic_score_gemma":0.006658087,"domain_scores_codex":[0.9992255,0.0002567015,0.00003852489,0.0002545064,0.0001495116,0.00007537622],"domain_scores_gemma":[0.9986167,0.0008498803,0.0002120401,0.00008377928,0.0001626486,0.0000750188],"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":[0.001738919,0.0005689742,0.04597703,0.002368761,0.001852114,0.001803904,0.0008226605,0.5905319,0.07106054,0.02156168,0.009213123,0.2525003],"study_design_scores_gemma":[0.00002737756,0.00010584,0.007942291,0.00006263942,0.0002400459,0.0002517976,0.0001038364,0.9661759,0.003536239,0.01768691,0.003834933,0.00003209911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2043275,0.002590303,0.7774415,0.0008793117,0.00008687761,0.0003137402,0.006925005,0.002972354,0.004463342],"genre_scores_gemma":[0.5816453,0.001442172,0.3999296,0.0002177384,0.00008820427,0.0006480789,0.01187223,0.000294607,0.003862145],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005030826,"threshold_uncertainty_score":0.01279843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03232330295685137,"score_gpt":0.3497184541118248,"score_spread":0.3173951511549735,"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."}}