{"id":"W2069638100","doi":"10.1038/nmeth.3091","title":"Replication","year":2014,"lang":"en","type":"article","venue":"Nature Methods","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":224,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre","funders":"","keywords":"Computational biology; Biology; Computer science","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":[0.0004901474,0.00007500543,0.00006547781,0.00002016101,0.00006435766,0.00001376593,0.000118532,0.0002570209,0.00003244227],"category_scores_gemma":[0.0008043919,0.00006305206,0.00006906439,0.00006244863,0.00002032699,0.000001352274,0.00005292837,0.0001363857,0.00000889917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003986421,"about_ca_system_score_gemma":0.00001231942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000229627,"about_ca_topic_score_gemma":0.000001084652,"domain_scores_codex":[0.9992331,0.0002156763,0.00008521738,0.0003033766,0.00005917811,0.0001034551],"domain_scores_gemma":[0.9991742,0.00002027537,0.00004343503,0.0006484343,0.00005711413,0.00005649743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000215149,0.00002188983,0.0006314336,0.000006327047,0.00001128603,8.773475e-8,0.00000452185,0.00001792123,0.8710274,0.001382562,0.03028506,0.09659004],"study_design_scores_gemma":[0.0001060123,0.0000805946,0.001909379,0.000002636075,0.000005273673,0.000003651374,0.000001842356,0.00008385023,0.4438687,0.001518757,0.5523463,0.00007300003],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2801062,0.004325268,0.6408072,0.0006544693,0.001968945,0.0002869098,0.000009995694,0.0001085092,0.07173248],"genre_scores_gemma":[0.9047628,0.00004661164,0.09057391,0.002210006,0.0007414448,0.00002667317,0.00006102398,0.00001665716,0.00156087],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6246566,"threshold_uncertainty_score":0.2571188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00836508526146495,"score_gpt":0.3859581506250332,"score_spread":0.3775930653635683,"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."}}