{"id":"W1832366243","doi":"10.1038/npre.2011.5766.1","title":"Comments and Suggestions for Improvement of the Archon Genomics X PRIZE Validation Protocol","year":2011,"lang":"en","type":"preprint","venue":"Nature Precedings","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"CONTEST; Protocol (science); Computer science; Transparency (behavior); Process (computing); Data science; Medicine; Political science; Programming language; Computer security","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":[0.0443906,0.001198453,0.001278686,0.001565462,0.00321795,0.003616536,0.002628734,0.00563752,0.1076363],"category_scores_gemma":[0.2066686,0.000657397,0.001372057,0.001425913,0.003062422,0.005088233,0.004716755,0.0104233,0.06587969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006552109,"about_ca_system_score_gemma":0.007056324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005644333,"about_ca_topic_score_gemma":0.003206286,"domain_scores_codex":[0.960466,0.02079195,0.002966471,0.001909654,0.01196773,0.001898162],"domain_scores_gemma":[0.7910891,0.09063394,0.006376544,0.01837508,0.08752789,0.005997475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002954938,0.00003720788,0.0002133469,0.0001414448,0.00001393849,0.0002203255,0.0009502702,0.0002268754,0.001654091,0.01879462,0.9676871,0.009765233],"study_design_scores_gemma":[0.0001033893,0.0000377339,0.0007288533,0.0001740749,0.00001784444,0.0001262835,0.0004929362,0.001057072,0.001870899,0.01350215,0.9817794,0.0001093607],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005705414,0.001005047,0.118468,0.6395462,0.1605083,0.001707041,0.01098236,0.01239856,0.04967918],"genre_scores_gemma":[0.09676793,0.001599335,0.1067687,0.2649304,0.03826097,0.005350701,0.01326525,0.02432818,0.4487286],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1076363,"threshold_uncertainty_score":0.3600794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01313371435916421,"score_gpt":0.309542827622783,"score_spread":0.2964091132636187,"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."}}