{"id":"W1984051186","doi":"10.1038/nmeth0805-563","title":"An application of peer-to-peer technology to the discovery, use and assessment of bioinformatics programs","year":2005,"lang":"en","type":"letter","venue":"Nature Methods","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre","funders":"","keywords":"Computational biology; Computer science; Peer review; Data science; World Wide Web; Bioinformatics; Biology; Biochemistry","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01681684,0.0008823692,0.001284311,0.0009774603,0.003203739,0.005738841,0.003345533,0.02535217,0.004594701],"category_scores_gemma":[0.06765904,0.0008897192,0.001047871,0.001077553,0.007004677,0.008682505,0.003015526,0.02250123,0.004016406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003238881,"about_ca_system_score_gemma":0.002557858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001351081,"about_ca_topic_score_gemma":0.002840969,"domain_scores_codex":[0.9801006,0.00794404,0.001044034,0.001717821,0.008502075,0.0006912648],"domain_scores_gemma":[0.9009925,0.08154041,0.001939351,0.004987963,0.007293019,0.00324674],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003693771,0.0001149315,0.000907589,0.0002038768,0.00008538585,0.002589558,0.0004856792,0.001004485,0.003583161,0.05050571,0.7940074,0.1461428],"study_design_scores_gemma":[0.0003186445,0.0002994704,0.001193765,0.0001542812,0.00005950755,0.003264348,0.0003774833,0.0107829,0.003431261,0.1681153,0.8118136,0.000189518],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.003163982,0.004820274,0.05526806,0.8989645,0.02608394,0.0001863772,0.0001496578,0.0009695491,0.01039371],"genre_scores_gemma":[0.08099936,0.008439559,0.09126302,0.7194331,0.07569405,0.0009425951,0.0002188388,0.0005532133,0.02245636],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9831831,"threshold_uncertainty_score":0.08893698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02220048822929581,"score_gpt":0.4150125314710664,"score_spread":0.3928120432417705,"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."}}