{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002268076,0.0001832086,0.0001536546,0.0000287813,0.00008996401,0.00001586365,0.0003702799,0.0008392969,0.000003231816],"category_scores_gemma":[0.00008937747,0.0001426701,0.0001267835,0.00003355987,0.0001005289,0.00000140288,0.0008171225,0.000432053,1.20791e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002203037,"about_ca_system_score_gemma":0.00007366046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001403789,"about_ca_topic_score_gemma":0.000006114379,"domain_scores_codex":[0.9990935,0.00002636659,0.0002468459,0.0004175832,0.00007333323,0.000142354],"domain_scores_gemma":[0.9989432,0.00001113347,0.0003302687,0.0004980027,0.0001800988,0.00003731806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006914239,0.00007594582,0.0005857746,0.0002064532,0.0000683754,1.938628e-8,0.00004806897,0.000004926876,0.9923274,0.001755633,0.002423026,0.002435216],"study_design_scores_gemma":[0.000335541,0.0001576078,0.0008616246,0.00006251945,0.00005368445,0.000001832201,0.000004740263,0.00002211689,0.9318706,0.006759671,0.05971424,0.0001557888],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7286127,0.0002889778,0.05108612,0.002417095,0.0005392459,0.213978,0.0009586345,0.00007561658,0.002043693],"genre_scores_gemma":[0.8353729,0.00009810809,0.02459455,0.0005108402,0.0001896801,0.1382132,0.0006933775,0.00004870123,0.0002786642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1067603,"threshold_uncertainty_score":0.6473426,"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."}}